Create Tool:
Create Time:1970-01-01 08:00:00
File Size:2.88 GB
File Count:820
File Hash:c2cbc0b6411ae6b5fd233a8e516dca1c44f74d56
| scr.png | 206.14 KB |
| ~i.txt | 822 B |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/exercise.7z | 2.31 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/playlist.m3u | 2.87 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/~i.txt | 1.90 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.09 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.25 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/01. Module Overview.mp4 | 1.53 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/01. Module Overview.vtt | 1.61 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/02. Prerequisites and Course Outline.mp4 | 1.22 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/02. Prerequisites and Course Outline.vtt | 1.74 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/03. Introducing Machine Learning.mp4 | 4.80 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/03. Introducing Machine Learning.vtt | 5.89 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/04. Learning from Data - Training and Prediction.mp4 | 7.88 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/04. Learning from Data - Training and Prediction.vtt | 9.29 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/05. Traditional and Representation ML Models.mp4 | 11.46 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/05. Traditional and Representation ML Models.vtt | 10.78 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/06. The Niche of scikit-learn in ML.mp4 | 7.94 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/06. The Niche of scikit-learn in ML.vtt | 8.36 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/07. Exploring scikit-learn Libraries.mp4 | 35.84 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/07. Exploring scikit-learn Libraries.vtt | 10.56 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/08. Supervised and Unsupervised Learning.mp4 | 9.21 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/08. Supervised and Unsupervised Learning.vtt | 10.25 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/09. Installing scikit-learn Libraries.mp4 | 5.55 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/09. Installing scikit-learn Libraries.vtt | 5.33 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/10. Summary.mp4 | 1.86 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/2. Exploring scikit-learn for Machine Learning/10. Summary.vtt | 1.96 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/01. Module Overview.mp4 | 1.41 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/01. Module Overview.vtt | 1.74 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/02. The Machine Learning Workflow.mp4 | 6.66 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/02. The Machine Learning Workflow.vtt | 6.90 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/03. Using scikit-learn in the Machine Learning Workflow.mp4 | 9.06 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/03. Using scikit-learn in the Machine Learning Workflow.vtt | 10.04 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/04. Choosing the Right Estimator - Classification.mp4 | 5.38 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/04. Choosing the Right Estimator - Classification.vtt | 5.60 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/05. Choosing the Right Estimator - Clustering.mp4 | 3.22 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/05. Choosing the Right Estimator - Clustering.vtt | 3.45 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/06. Choosing the Right Estimator - Regression and Dimensionality Reduction.mp4 | 4.75 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/06. Choosing the Right Estimator - Regression and Dimensionality Reduction.vtt | 4.91 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/07. Exploring Built-in Datasets in scikit-learn.mp4 | 10.03 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/07. Exploring Built-in Datasets in scikit-learn.vtt | 9.02 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/08. Exploring the Boston Newsgroups and Digits Datasets.mp4 | 8.25 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/08. Exploring the Boston Newsgroups and Digits Datasets.vtt | 4.94 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/09. California Housing Dataset - Exploring Numeric and Categorical Features.mp4 | 11.01 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/09. California Housing Dataset - Exploring Numeric and Categorical Features.vtt | 8.63 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/10. California Housing Dataset - Exploring Relationships in Data.mp4 | 10.72 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/10. California Housing Dataset - Exploring Relationships in Data.vtt | 7.49 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/11. Summary.mp4 | 1.97 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/3. Understanding the Machine Learning Workflow with scikit-learn/11. Summary.vtt | 2.53 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/1. Module Overview.mp4 | 1.28 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/1. Module Overview.vtt | 1.44 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/2. Understanding Linear Regression.mp4 | 5.99 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/2. Understanding Linear Regression.vtt | 5.99 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/3. Data Preparation for Machine Learning.mp4 | 13.28 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/3. Data Preparation for Machine Learning.vtt | 11.44 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/4. Training and Prediction Using Linear Regression.mp4 | 13.62 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/4. Training and Prediction Using Linear Regression.vtt | 11.24 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/5. Understanding Logistic Regression.mp4 | 9.58 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/5. Understanding Logistic Regression.vtt | 10.42 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/6. Training and Prediction Using a Logistic Regression Classifier.mp4 | 14.82 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/6. Training and Prediction Using a Logistic Regression Classifier.vtt | 12.02 KB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/7. Summary and Further Study.mp4 | 1.80 MB |
| A1. Building Your First scikit-learn Solution (Janani Ravi, 2019)/4. Building a Simple Machine Learning Model with scikit-learn/7. Summary and Further Study.vtt | 2.12 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/exercise.7z | 28.95 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 4.17 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/~i.txt | 1.90 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.07 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.63 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/1. Module Overview.mp4 | 1.84 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/1. Module Overview.vtt | 2.03 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/2. Prerequisites and Course Outline.mp4 | 1.99 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/2. Prerequisites and Course Outline.vtt | 2.37 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/3. Classification as a Machine Learning Problem.mp4 | 5.53 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/3. Classification as a Machine Learning Problem.vtt | 5.96 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/4. Logistic Regression Intuition.mp4 | 8.34 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/4. Logistic Regression Intuition.vtt | 8.19 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/5. Cross Entropy Intuition.mp4 | 3.43 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/5. Cross Entropy Intuition.vtt | 2.99 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/6. Accuracy, Precision, and Recall.mp4 | 8.75 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/6. Accuracy, Precision, and Recall.vtt | 8.81 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/7. Determining Decision Threshold Using ROC Curves.mp4 | 9.52 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/7. Determining Decision Threshold Using ROC Curves.vtt | 9.38 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/8. Types of Classification.mp4 | 5.92 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/8. Types of Classification.vtt | 5.33 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/9. Module Summary.mp4 | 1.58 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Classification as a Machine Learning Problem/9. Module Summary.vtt | 1.83 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/1. Module Overview.mp4 | 1.55 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/1. Module Overview.vtt | 1.68 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/2. Installing and Setting up scikit-learn.mp4 | 5.39 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/2. Installing and Setting up scikit-learn.vtt | 4.41 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/3. Exploring the Titanic Dataset.mp4 | 14.48 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/3. Exploring the Titanic Dataset.vtt | 10.98 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/4. Visualizing Relationships in the Data.mp4 | 9.09 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/4. Visualizing Relationships in the Data.vtt | 7.76 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/5. Preprocessing the Data.mp4 | 9.09 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/5. Preprocessing the Data.vtt | 6.22 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/6. Training a Logistic Regression Binary Classifier.mp4 | 9.81 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/6. Training a Logistic Regression Binary Classifier.vtt | 7.38 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/7. Calculating Accuracy, Precision and Recall for the Classification Model.mp4 | 9.82 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/7. Calculating Accuracy, Precision and Recall for the Classification Model.vtt | 6.96 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/8. Defining Helper Functions to Train and Evaluate Classification Models.mp4 | 12.67 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/8. Defining Helper Functions to Train and Evaluate Classification Models.vtt | 10.39 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/9. Module Summary.mp4 | 1.89 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Classification Model/9. Module Summary.vtt | 1.96 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/01. Module Overview.mp4 | 1.91 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/01. Module Overview.vtt | 2.19 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/02. Choosing Classification Algorithms.mp4 | 3.37 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/02. Choosing Classification Algorithms.vtt | 3.21 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/03. Linear Discriminant Analysis and Quadratic Discriminant Analysis.mp4 | 11.35 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/03. Linear Discriminant Analysis and Quadratic Discriminant Analysis.vtt | 10.60 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/04. Implementing Linear Discriminant Analysis Classification.mp4 | 8.90 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/04. Implementing Linear Discriminant Analysis Classification.vtt | 5.50 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/05. Implementing Quadratic Discriminant Analysis Classification.mp4 | 4.11 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/05. Implementing Quadratic Discriminant Analysis Classification.vtt | 2.64 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/06. Stochastic Gradient Descent.mp4 | 3.87 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/06. Stochastic Gradient Descent.vtt | 3.97 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/07. Implementing Stochastic Gradient Descent Classification.mp4 | 5.55 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/07. Implementing Stochastic Gradient Descent Classification.vtt | 3.65 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/08. Support Vector Machines.mp4 | 11.49 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/08. Support Vector Machines.vtt | 10.51 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/09. Implementing Support Vector Classification.mp4 | 5.62 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/09. Implementing Support Vector Classification.vtt | 3.92 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/10. Nearest Neighbors.mp4 | 5.03 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/10. Nearest Neighbors.vtt | 4.56 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/11. Implementing K-nearest-neighbors Classification.mp4 | 2.80 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/11. Implementing K-nearest-neighbors Classification.vtt | 2.05 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/12. Decision Trees.mp4 | 4.54 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/12. Decision Trees.vtt | 4.53 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/13. Implementing Decision Tree Classification.mp4 | 5.54 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/13. Implementing Decision Tree Classification.vtt | 3.73 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/14. Naive Bayes.mp4 | 5.90 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/14. Naive Bayes.vtt | 6.21 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/15. Implementing Naive Bayes Classification.mp4 | 3.44 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/15. Implementing Naive Bayes Classification.vtt | 2.16 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/16. Module Summary.mp4 | 2.22 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/4. Performing Classification Using Multiple Techniques/16. Module Summary.vtt | 2.51 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/1. Module Overview.mp4 | 1.41 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/1. Module Overview.vtt | 1.54 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/2. Hyperparameter Tuning.mp4 | 5.64 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/2. Hyperparameter Tuning.vtt | 5.87 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/3. Hyperparameter Tuning a Decision Tree Clasifier Using Grid Search.mp4 | 13.61 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/3. Hyperparameter Tuning a Decision Tree Clasifier Using Grid Search.vtt | 9.45 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/4. Hyperparameter Tuning a Logistic Regression Classifier Using Grid Search.mp4 | 4.91 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/4. Hyperparameter Tuning a Logistic Regression Classifier Using Grid Search.vtt | 3.54 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/5. Module Summary.mp4 | 1.36 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/5. Hyperparameter Tuning for Classification Models/5. Module Summary.vtt | 1.65 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/1. Module Overview.mp4 | 1.48 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/1. Module Overview.vtt | 1.57 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/2. Representing Images as Matrices.mp4 | 4.48 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/2. Representing Images as Matrices.vtt | 4.19 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/3. Exploring the Fashion MNIST Dataset.mp4 | 12.03 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/3. Exploring the Fashion MNIST Dataset.vtt | 8.36 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/4. Classifying Images Using Logistic Regression.mp4 | 9.96 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/4. Classifying Images Using Logistic Regression.vtt | 5.72 KB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/5. Summary and Further Study.mp4 | 1.74 MB |
| A2. Building Classification Models with scikit-learn (Janani Ravi, 2019)/6. Applying Classification Models to Images and Text Data/5. Summary and Further Study.vtt | 2.08 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/exercise.7z | 4.05 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 4.20 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/~i.txt | 1.97 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.63 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.83 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/01. Module Overview.mp4 | 1.79 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/01. Module Overview.vtt | 1.78 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/02. Prerequisites and Course Outline.mp4 | 1.98 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/02. Prerequisites and Course Outline.vtt | 2.39 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/03. Connecting the Dots with Linear Regression.mp4 | 10.09 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/03. Connecting the Dots with Linear Regression.vtt | 10.40 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/04. Minimizing Least Square Error.mp4 | 6.22 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/04. Minimizing Least Square Error.vtt | 5.58 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/05. Installing and Setting up scikit-learn.mp4 | 4.64 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/05. Installing and Setting up scikit-learn.vtt | 4.02 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/06. Exploring the Automobile Mpg Dataset.mp4 | 14.51 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/06. Exploring the Automobile Mpg Dataset.vtt | 10.43 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/07. Visualizing Relationships and Correlations in Features.mp4 | 11.19 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/07. Visualizing Relationships and Correlations in Features.vtt | 8.46 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/08. Mitigating Risks in Simple and Multiple Regression.mp4 | 8.70 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/08. Mitigating Risks in Simple and Multiple Regression.vtt | 8.87 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/09. R-squared and Adjusted R-squared.mp4 | 2.21 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/09. R-squared and Adjusted R-squared.vtt | 2.26 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/10. Regression with Categorical Variables.mp4 | 5.71 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/10. Regression with Categorical Variables.vtt | 5.46 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/11. Module Summary.mp4 | 1.61 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/2. Understanding Linear Regression as a Machine Learning Problem/11. Module Summary.vtt | 1.81 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/1. Module Overview.mp4 | 1.51 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/1. Module Overview.vtt | 1.61 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/2. Simple Linear Regression.mp4 | 16.22 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/2. Simple Linear Regression.vtt | 10.82 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/3. Linear Regression with Multiple Features.mp4 | 13.14 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/3. Linear Regression with Multiple Features.vtt | 8.75 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/4. Standardizing Numeric Data.mp4 | 10.02 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/4. Standardizing Numeric Data.vtt | 6.25 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/5. Label Encoding and One-hot Encoding Categorical Data.mp4 | 10.95 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/5. Label Encoding and One-hot Encoding Categorical Data.vtt | 6.67 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/6. Linear Regression and the Dummy Trap.mp4 | 12.13 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/6. Linear Regression and the Dummy Trap.vtt | 7.29 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/7. Module Summary.mp4 | 1.52 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/3. Building a Simple Linear Model/7. Module Summary.vtt | 1.66 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/01. Module Overview.mp4 | 1.59 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/01. Module Overview.vtt | 1.76 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/02. Overview of Regression Models in scikit-learn.mp4 | 3.34 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/02. Overview of Regression Models in scikit-learn.vtt | 3.36 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/03. Overfitting and Regularization.mp4 | 6.13 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/03. Overfitting and Regularization.vtt | 6.72 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/04. Lasso, Ridge and Elastic Net Regression.mp4 | 7.43 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/04. Lasso, Ridge and Elastic Net Regression.vtt | 8.15 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/05. Defining Helper Functions to Build and Train Models and Compare Results.mp4 | 11.14 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/05. Defining Helper Functions to Build and Train Models and Compare Results.vtt | 8.78 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/06. Single Feature, Kitchen Sink, and Parsimonious Linear Regression.mp4 | 6.86 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/06. Single Feature, Kitchen Sink, and Parsimonious Linear Regression.vtt | 5.71 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/07. Lasso Regression.mp4 | 6.43 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/07. Lasso Regression.vtt | 4.37 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/08. Ridge Regression.mp4 | 4.11 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/08. Ridge Regression.vtt | 2.68 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/09. Elastic Net Regression.mp4 | 13.86 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/09. Elastic Net Regression.vtt | 8.69 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/10. Module Summary.mp4 | 1.82 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/4. Building Regularized Regression Models/10. Module Summary.vtt | 2.05 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/01. Module Overview.mp4 | 1.96 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/01. Module Overview.vtt | 1.98 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/02. Choosing Regression Algorithms.mp4 | 4.15 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/02. Choosing Regression Algorithms.vtt | 4.14 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/03. Support Vector Regression.mp4 | 8.64 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/03. Support Vector Regression.vtt | 7.94 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/04. Implementing Support Vector Regression.mp4 | 6.06 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/04. Implementing Support Vector Regression.vtt | 3.63 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/05. Nearest Neighbors Regression.mp4 | 6.36 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/05. Nearest Neighbors Regression.vtt | 6.26 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/06. Implementing K-nearest-neighbors Regression.mp4 | 4.42 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/06. Implementing K-nearest-neighbors Regression.vtt | 2.60 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/07. Stochastic Gradient Descent Regression.mp4 | 4.32 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/07. Stochastic Gradient Descent Regression.vtt | 4.22 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/08. Implementing Stochastic Gradient Descent Regression.mp4 | 4.51 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/08. Implementing Stochastic Gradient Descent Regression.vtt | 3.09 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/09. Decision Tree Regression.mp4 | 6.35 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/09. Decision Tree Regression.vtt | 6.65 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/10. Implementing Decision Tree Regression.mp4 | 3.10 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/10. Implementing Decision Tree Regression.vtt | 1.94 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/11. Least Angle Regression.mp4 | 5.23 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/11. Least Angle Regression.vtt | 5.12 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/12. Implementing Least Angle Regression.mp4 | 2.39 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/12. Implementing Least Angle Regression.vtt | 1.69 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/13. Regression with Polynomial Relationships.mp4 | 2.50 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/13. Regression with Polynomial Relationships.vtt | 2.87 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/14. Module Summary.mp4 | 2.08 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/5. Performing Regression Using Multiple Techniques/14. Module Summary.vtt | 2.24 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/1. Module Overview.mp4 | 1.49 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/1. Module Overview.vtt | 1.65 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/2. Hyperparameter Tuning.mp4 | 5.27 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/2. Hyperparameter Tuning.vtt | 5.39 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/3. Hyperparameter Tuning for Lasso Regression Using Grid Search.mp4 | 11.58 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/3. Hyperparameter Tuning for Lasso Regression Using Grid Search.vtt | 8.25 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/4. Tuning Different Regression Models Using Grid Search.mp4 | 9.59 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/4. Tuning Different Regression Models Using Grid Search.vtt | 6.83 KB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/5. Summary and Further Study.mp4 | 1.44 MB |
| A3. Building Regression Models with scikit-learn (Janani Ravi, 2019)/6. Hyperparameter Tuning for Regression Models/5. Summary and Further Study.vtt | 1.77 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/exercise.7z | 8.43 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 3.15 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/~i.txt | 1.90 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 2.68 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.21 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/01. Module Overview.mp4 | 1.15 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/01. Module Overview.vtt | 1.23 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/02. Prerequisites and Course Outline.mp4 | 1.80 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/02. Prerequisites and Course Outline.vtt | 2.44 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/03. Supervised and Unsupervised Learning.mp4 | 6.99 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/03. Supervised and Unsupervised Learning.vtt | 7.91 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/04. Clustering Objectives and Use Cases.mp4 | 13.54 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/04. Clustering Objectives and Use Cases.vtt | 12.65 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/05. K-means Clustering.mp4 | 5.99 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/05. K-means Clustering.vtt | 5.98 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/06. Evaluating Clustering Models.mp4 | 8.14 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/06. Evaluating Clustering Models.vtt | 9.01 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/07. Getting Started with scikit-learn Install and Setup.mp4 | 5.66 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/07. Getting Started with scikit-learn Install and Setup.vtt | 5.20 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/08. Performing K-means Clustering.mp4 | 11.14 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/08. Performing K-means Clustering.vtt | 8.93 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/09. Evaluating K-means Clustering.mp4 | 18.01 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/09. Evaluating K-means Clustering.vtt | 11.26 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/10. Exploring the Iris Dataset.mp4 | 6.66 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/10. Exploring the Iris Dataset.vtt | 5.91 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/11. Performing K-means Clustering and Evaluation.mp4 | 11.25 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/2. Building a Simple Clustering Model in scikit-learn/11. Performing K-means Clustering and Evaluation.vtt | 9.25 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/01. Module Overview.mp4 | 1.53 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/01. Module Overview.vtt | 1.84 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/02. Categories of Clustering Algorithms.mp4 | 5.45 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/02. Categories of Clustering Algorithms.vtt | 6.26 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/03. Setting up Helper Functions to Perform Clustering.mp4 | 5.79 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/03. Setting up Helper Functions to Perform Clustering.vtt | 5.17 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/04. Choosing Clustering Algorithms.mp4 | 9.69 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/04. Choosing Clustering Algorithms.vtt | 10.55 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/05. Hierarchical Clustering.mp4 | 8.10 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/05. Hierarchical Clustering.vtt | 7.62 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/06. Agglomerative Clustering.mp4 | 7.18 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/06. Agglomerative Clustering.vtt | 7.22 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/07. DBSCAN Clustering.mp4 | 7.63 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/07. DBSCAN Clustering.vtt | 7.74 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/08. Mean-shift Clustering.mp4 | 10.24 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/08. Mean-shift Clustering.vtt | 10.59 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/09. BIRCH Clustering.mp4 | 4.85 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/09. BIRCH Clustering.vtt | 4.66 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/10. Affinilty Propagation Clustering.mp4 | 6.41 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/10. Affinilty Propagation Clustering.vtt | 6.15 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/11. Mini-batch K-means Clustering.mp4 | 4.46 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/11. Mini-batch K-means Clustering.vtt | 4.25 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/12. Spectral Clustering Using a Precomputed Matrix.mp4 | 11.98 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/3. Performing Clustering Using Multiple Techniques/12. Spectral Clustering Using a Precomputed Matrix.vtt | 11.25 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/1. Module Overview.mp4 | 860.16 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/1. Module Overview.vtt | 1.09 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/2. Understanding the Silhouette Score.mp4 | 4.05 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/2. Understanding the Silhouette Score.vtt | 4.42 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/3. K-means Number of Clusters - The Elbow Method.mp4 | 5.61 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/3. K-means Number of Clusters - The Elbow Method.vtt | 6.97 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/4. K-means Number of Clusters - The Silhouette Method.mp4 | 5.02 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/4. K-means Number of Clusters - The Silhouette Method.vtt | 5.39 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/5. Seeds and Distance Measures.mp4 | 2.23 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/5. Seeds and Distance Measures.vtt | 2.33 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/6. Hyperparameter Tuning - K-means Clustering.mp4 | 10.39 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/6. Hyperparameter Tuning - K-means Clustering.vtt | 8.75 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/7. Hyperparameter Tuning - DBSCAN Clustering.mp4 | 11.35 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/7. Hyperparameter Tuning - DBSCAN Clustering.vtt | 8.29 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/8. Hyperparameter Tuning - Mean-shift Clustering.mp4 | 2.68 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/4. Hyperparameter Tuning for Clustering Models/8. Hyperparameter Tuning - Mean-shift Clustering.vtt | 2.67 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/1. Module Overview.mp4 | 1.06 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/1. Module Overview.vtt | 1.24 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/2. Images as Matrices.mp4 | 4.22 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/2. Images as Matrices.vtt | 4.55 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/3. Exploring the MNIST Handwritten Digits Dataset.mp4 | 5.43 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/3. Exploring the MNIST Handwritten Digits Dataset.vtt | 4.62 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/4. Clustering Image Data.mp4 | 8.80 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/4. Clustering Image Data.vtt | 6.80 KB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/5. Summary and Further Study.mp4 | 1.65 MB |
| A4. Building Clustering Models with scikit-learn (Janani Ravi, 2019)/5. Applying Clustering to Image Data/5. Summary and Further Study.vtt | 2.11 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/exercise.7z | 91.79 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 3.74 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/~i.txt | 2.06 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.31 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.99 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/1. Module Overview.mp4 | 1.55 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/1. Module Overview.vtt | 1.90 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/2. Prerequisites and Course Outline.mp4 | 2.18 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/2. Prerequisites and Course Outline.vtt | 2.85 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/3. Support for Neural Networks in scikit-learn.mp4 | 7.65 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/3. Support for Neural Networks in scikit-learn.vtt | 7.44 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/4. Perceptrons and Neurons.mp4 | 10.70 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/4. Perceptrons and Neurons.vtt | 10.51 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/5. Multi-layer Perceptrons and Neural Networks.mp4 | 4.91 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/5. Multi-layer Perceptrons and Neural Networks.vtt | 4.04 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/6. Training a Neural Network.mp4 | 8.34 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/6. Training a Neural Network.vtt | 7.70 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/7. Overfitting and Underfitting.mp4 | 4.06 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/7. Overfitting and Underfitting.vtt | 4.35 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/8. Module Summary.mp4 | 1.79 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/2. Introducing Neural Networks in scikit-learn/8. Module Summary.vtt | 2.28 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/1. Module Overview.mp4 | 1.62 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/1. Module Overview.vtt | 1.51 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/2. Performing Regression Using Neural Networks.mp4 | 8.36 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/2. Performing Regression Using Neural Networks.vtt | 8.56 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/3. Exploring and Preparing the Diet Dataset for Regressi.mp4 | 15.24 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/3. Exploring and Preparing the Diet Dataset for Regressi.vtt | 11.47 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/4. Build and Train a Neural Network Using the MLPRegress.mp4 | 12.72 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/4. Build and Train a Neural Network Using the MLPRegress.vtt | 9.92 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/5. Performing Classification Using Neural Networks.mp4 | 3.87 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/5. Performing Classification Using Neural Networks.vtt | 3.92 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/6. Exploring and Preparing the Spine Dataset for Classif.mp4 | 9.20 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/6. Exploring and Preparing the Spine Dataset for Classif.vtt | 6.49 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/7. Build and Train a Neural Network Using the MLPClassif.mp4 | 8.72 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/7. Build and Train a Neural Network Using the MLPClassif.vtt | 6.91 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/8. Module Summary.mp4 | 1.81 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/3. Implementing Regression and Classification Using Neural Networks in scikit-learn/8. Module Summary.vtt | 2.00 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/1. Module Overview.mp4 | 1.68 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/1. Module Overview.vtt | 1.81 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/2. Encoding Text in Numeric Form.mp4 | 7.38 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/2. Encoding Text in Numeric Form.vtt | 7.83 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/3. Loading and Exploring the Newsgroup Dataset.mp4 | 4.92 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/3. Loading and Exploring the Newsgroup Dataset.vtt | 3.78 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/4. Creating Feature Vectors from Text Data Using Tf-Idf.mp4 | 5.65 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/4. Creating Feature Vectors from Text Data Using Tf-Idf.vtt | 4.57 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/5. Building and Training a Classification Model on Text .mp4 | 5.90 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/5. Building and Training a Classification Model on Text .vtt | 4.50 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/6. Encoding Images in Numeric Form.mp4 | 4.04 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/6. Encoding Images in Numeric Form.vtt | 4.19 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/7. Loading and Visualizing the Lego Bricks Image Dataset.mp4 | 9.44 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/7. Loading and Visualizing the Lego Bricks Image Dataset.vtt | 6.61 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/8. Building and Training a Classification Model on Image.mp4 | 7.40 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/8. Building and Training a Classification Model on Image.vtt | 5.83 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/9. Module Summary.mp4 | 1.81 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/4. Implementing Text and Image Classification Using Neural Networks in scikit-learn/9. Module Summary.vtt | 2.08 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/1. Module Overview.mp4 | 2.13 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/1. Module Overview.vtt | 2.34 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/2. Restricted Boltzmann Machines for Dimensiona.mp4 | 9.14 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/2. Restricted Boltzmann Machines for Dimensiona.vtt | 9.43 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/3. A Brief History of Restricted Boltzmann Mach.mp4 | 6.17 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/3. A Brief History of Restricted Boltzmann Mach.vtt | 5.65 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/4. Training a Classifier on All Features of the.mp4 | 11.84 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/4. Training a Classifier on All Features of the.vtt | 9.64 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/5. Dimensionality Reduction Using Restricted Bo.mp4 | 12.32 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/5. Dimensionality Reduction Using Restricted Bo.vtt | 7.43 KB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/6. Summary and Further Study.mp4 | 1.66 MB |
| B1. Building Neural Networks with scikit-learn (Janani Ravi, 2019)/5. Implementing Dimensionality Reduction Using Restricted Boltzmann Machines in scikit-learn/6. Summary and Further Study.vtt | 2.04 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/exercise.7z | 23.39 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 3.87 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/~i.txt | 2.82 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 4.21 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 3.26 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/01. Module Overview.mp4 | 1.36 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/01. Module Overview.vtt | 1.47 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/02. Prerequisites and Course Outline.mp4 | 2.22 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/02. Prerequisites and Course Outline.vtt | 2.39 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/03. The Curse of Dimensionality.mp4 | 7.98 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/03. The Curse of Dimensionality.vtt | 8.64 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/04. Overfitted Models and Data Sparsity.mp4 | 5.27 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/04. Overfitted Models and Data Sparsity.vtt | 5.83 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/05. Exploring Techniques for Reducing Dimensions.mp4 | 4.88 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/05. Exploring Techniques for Reducing Dimensions.vtt | 5.35 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/06. Demo - Exploring the Classification Dataset.mp4 | 11.74 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/06. Demo - Exploring the Classification Dataset.vtt | 9.31 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/07. Demo - Performing Classification with All Features.mp4 | 4.87 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/07. Demo - Performing Classification with All Features.vtt | 4.20 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/08. Demo - Exploring the Regression Dataset.mp4 | 10.38 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/08. Demo - Exploring the Regression Dataset.vtt | 7.92 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/09. Demo - Performing Kitchen Sink Regression Using ML and Non-ML Techniques.mp4 | 7.06 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/09. Demo - Performing Kitchen Sink Regression Using ML and Non-ML Techniques.vtt | 5.22 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/10. Feature Selection and Dictionary Learning.mp4 | 7.30 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/10. Feature Selection and Dictionary Learning.vtt | 7.35 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/11. Demo - Using Univariate Linear Regression Tests to Select Features.mp4 | 10.21 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/11. Demo - Using Univariate Linear Regression Tests to Select Features.vtt | 8.64 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/12. Demo - Defining Helper Functions to Build and Train Multiple Models with D.mp4 | 6.65 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/12. Demo - Defining Helper Functions to Build and Train Multiple Models with D.vtt | 5.68 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/13. Demo - Finding the Best Value of K.mp4 | 7.54 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/13. Demo - Finding the Best Value of K.vtt | 6.17 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/14. Demo - Using Mutual Information to Select Features.mp4 | 6.16 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/14. Demo - Using Mutual Information to Select Features.vtt | 4.78 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/15. Demo - Dictionary Learning to Find Sparse Representations of Data.mp4 | 12.06 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/15. Demo - Dictionary Learning to Find Sparse Representations of Data.vtt | 10.41 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/16. Summary.mp4 | 1.49 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/2. Getting Started with Feature Selection in scikit-learn/16. Summary.vtt | 1.65 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/01. Module Overview.mp4 | 1.56 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/01. Module Overview.vtt | 1.54 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/02. The Intuition Behind Principal Components Analysis.mp4 | 10.01 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/02. The Intuition Behind Principal Components Analysis.vtt | 10.26 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/03. Demo - Implementing Principal Component Analysis.mp4 | 11.31 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/03. Demo - Implementing Principal Component Analysis.vtt | 9.74 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/04. Demo - Building Regression Models with Principal Components.mp4 | 4.96 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/04. Demo - Building Regression Models with Principal Components.vtt | 4.38 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/05. Factor Analysis Using Singular Value Decomposition.mp4 | 3.09 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/05. Factor Analysis Using Singular Value Decomposition.vtt | 3.21 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/06. Demo - Implementing Factor Analysis.mp4 | 13.18 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/06. Demo - Implementing Factor Analysis.vtt | 10.13 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/07. Linear Discriminant Analysis for Dimensionality Reduction.mp4 | 4.02 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/07. Linear Discriminant Analysis for Dimensionality Reduction.vtt | 4.29 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/08. Demo - Observing Class Seperation Boundaries on the Iris Dataset.mp4 | 9.45 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/08. Demo - Observing Class Seperation Boundaries on the Iris Dataset.vtt | 8.11 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/09. Demo - Linear Discriminant Analysis for Classification.mp4 | 6.88 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/09. Demo - Linear Discriminant Analysis for Classification.vtt | 5.81 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/10. Summary.mp4 | 2.20 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/3. Dimensionality Reduction in Linear Data/10. Summary.vtt | 2.22 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/01. Module Overview.mp4 | 1.02 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/01. Module Overview.vtt | 1.13 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/02. The Manifold Hypothesis and Manifold Learning.mp4 | 9.13 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/02. The Manifold Hypothesis and Manifold Learning.vtt | 8.84 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/03. Demo - Generate S-curve Manifold and Setup Helper Functions.mp4 | 10.64 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/03. Demo - Generate S-curve Manifold and Setup Helper Functions.vtt | 8.22 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/04. Demo - Metric and Non-metric Multi Dimensional Scaling.mp4 | 4.81 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/04. Demo - Metric and Non-metric Multi Dimensional Scaling.vtt | 3.65 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/05. Demo - Manifold Learning Using Spectral Embedding TSNE and Isomap.mp4 | 6.99 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/05. Demo - Manifold Learning Using Spectral Embedding TSNE and Isomap.vtt | 5.78 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/06. Demo - Manifold Learning with Locally Linear Embedding.mp4 | 4.95 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/06. Demo - Manifold Learning with Locally Linear Embedding.vtt | 3.15 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/07. Demo - Preparing Images to Apply Manifold Learning for Dimensionality Reduction.mp4 | 7.81 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/07. Demo - Preparing Images to Apply Manifold Learning for Dimensionality Reduction.vtt | 6.06 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/08. Demo - Manifold Learning with Handwritten Digits.mp4 | 8.46 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/08. Demo - Manifold Learning with Handwritten Digits.vtt | 5.83 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/09. Demo - Preparing the Olivetti Faces Dataset for Manifold Learning.mp4 | 7.20 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/09. Demo - Preparing the Olivetti Faces Dataset for Manifold Learning.vtt | 5.29 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/10. Demo - Manifold Learning on Olivetti Faces Dataset.mp4 | 5.54 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/10. Demo - Manifold Learning on Olivetti Faces Dataset.vtt | 4.49 KB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/11. Summary and Further Study.mp4 | 2.05 MB |
| B2. Reducing Dimensions in Data with scikit-learn (Janani Ravi, 2019)/4. Dimensionality Reduction in Non-linear Data/11. Summary and Further Study.vtt | 2.61 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/exercise.7z | 1.99 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 3.52 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/~i.txt | 1.81 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.33 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.93 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/01. Module Overview.mp4 | 1.82 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/01. Module Overview.vtt | 1.80 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/02. Prerequisites and Course Outline.mp4 | 2.33 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/02. Prerequisites and Course Outline.vtt | 2.81 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/03. A Quick Overview of Ensemble Learning.mp4 | 9.68 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/03. A Quick Overview of Ensemble Learning.vtt | 10.11 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/04. Averaging and Boosting, Voting and Stacking.mp4 | 9.70 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/04. Averaging and Boosting, Voting and Stacking.vtt | 10.38 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/05. Decision Trees in Ensemble Learning.mp4 | 5.17 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/05. Decision Trees in Ensemble Learning.vtt | 5.25 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/06. Understanding Decision Trees.mp4 | 4.82 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/06. Understanding Decision Trees.vtt | 5.00 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/07. Overfitted Models and Ensemble Learning.mp4 | 7.56 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/07. Overfitted Models and Ensemble Learning.vtt | 8.32 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/08. Getting Started and Exploring the Environment.mp4 | 3.78 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/08. Getting Started and Exploring the Environment.vtt | 3.32 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/09. Exploring the Classification Dataset.mp4 | 14.71 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/09. Exploring the Classification Dataset.vtt | 10.17 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/10. Hard Voting.mp4 | 10.83 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/10. Hard Voting.vtt | 7.68 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/11. Soft Voting.mp4 | 9.00 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/11. Soft Voting.vtt | 6.20 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/12. Module Summary.mp4 | 1.93 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/2. Understanding Ensemble Learning Techniques/12. Module Summary.vtt | 2.13 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/01. Module Overview.mp4 | 2.16 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/01. Module Overview.vtt | 2.26 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/02. Bagging and Pasting.mp4 | 7.98 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/02. Bagging and Pasting.vtt | 7.91 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/03. Random Subspaces and Random Patches.mp4 | 4.12 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/03. Random Subspaces and Random Patches.vtt | 3.81 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/04. Extra Trees.mp4 | 4.64 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/04. Extra Trees.vtt | 4.61 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/05. Averaging vs. Boosting.mp4 | 3.30 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/05. Averaging vs. Boosting.vtt | 3.30 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/06. Exploring the Regression Dataset.mp4 | 9.72 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/06. Exploring the Regression Dataset.vtt | 5.97 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/07. Regression Using Bagging and Pasting.mp4 | 10.67 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/07. Regression Using Bagging and Pasting.vtt | 7.18 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/08. Regression Using Random Subspaces.mp4 | 3.27 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/08. Regression Using Random Subspaces.vtt | 2.24 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/09. Classification Using Bagging and Pasting.mp4 | 7.05 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/09. Classification Using Bagging and Pasting.vtt | 5.24 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/10. Classification Using Random Patches.mp4 | 3.56 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/10. Classification Using Random Patches.vtt | 2.26 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/11. Regression Using Random Forest.mp4 | 10.64 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/11. Regression Using Random Forest.vtt | 7.42 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/12. Regression Using Extra Trees.mp4 | 3.84 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/12. Regression Using Extra Trees.vtt | 2.41 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/13. Classification Using Random Forest and Extra Trees.mp4 | 7.25 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/13. Classification Using Random Forest and Extra Trees.vtt | 5.02 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/14. Module Summary.mp4 | 1.80 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/3. Implementing Ensemble Learning Using Averaging Methods/14. Module Summary.vtt | 2.03 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/1. Module Overview.mp4 | 2.04 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/1. Module Overview.vtt | 2.15 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/2. Adaptive Boosting (AdaBoost).mp4 | 4.71 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/2. Adaptive Boosting (AdaBoost).vtt | 4.71 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/3. Regression Using AdaBoost.mp4 | 12.38 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/3. Regression Using AdaBoost.vtt | 7.59 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/4. Classification Using AdaBoost.mp4 | 8.93 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/4. Classification Using AdaBoost.vtt | 4.96 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/5. Gradient Boosting.mp4 | 4.08 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/5. Gradient Boosting.vtt | 4.15 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/6. Regression Using Gradient Boosting.mp4 | 11.03 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/6. Regression Using Gradient Boosting.vtt | 8.40 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/7. Hyperparameter Tuning of the Gradient Boosting Regressor Using Grid Search.mp4 | 8.38 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/7. Hyperparameter Tuning of the Gradient Boosting Regressor Using Grid Search.vtt | 6.28 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/8. Hyperparameter Tuning Using Warm Start and Early Stopping.mp4 | 10.07 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/8. Hyperparameter Tuning Using Warm Start and Early Stopping.vtt | 6.43 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/9. Module Summary.mp4 | 1.61 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/4. Implementing Ensemble Learning Using Boosting Methods/9. Module Summary.vtt | 1.76 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/1. Module Overview.mp4 | 1.36 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/1. Module Overview.vtt | 1.54 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/2. Stacking.mp4 | 4.90 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/2. Stacking.vtt | 5.19 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/3. Classification Using a Stacking Ensemble.mp4 | 12.32 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/3. Classification Using a Stacking Ensemble.vtt | 9.16 KB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/4. Summary and Further Study.mp4 | 2.09 MB |
| B3. Employing Ensemble Methods with scikit-learn (Janani Ravi, 2019)/5. Implementing Ensemble Learning Using Model Stacking/4. Summary and Further Study.vtt | 2.63 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/exercise.7z | 45.32 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/playlist.m3u | 5.16 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/~i.txt | 1.89 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.24 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.71 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/01. Version Check.mp4 | 581.33 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/01. Version Check.vtt | 7 B |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/02. Module Overview.mp4 | 1.96 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/02. Module Overview.vtt | 2.04 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/03. Prerequisites and Course Outline.mp4 | 2.28 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/03. Prerequisites and Course Outline.vtt | 2.70 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/04. Scaling and Standardization.mp4 | 7.04 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/04. Scaling and Standardization.vtt | 7.61 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/05. Normalization.mp4 | 4.27 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/05. Normalization.vtt | 3.99 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/06. Transforming Data to Gaussian Distributions.mp4 | 2.48 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/06. Transforming Data to Gaussian Distributions.vtt | 2.38 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/07. Calculating and Visualizing Summary Statistics.mp4 | 11.40 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/07. Calculating and Visualizing Summary Statistics.vtt | 7.67 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/08. Using the Standard Scaler for Standardizing Numeric Features.mp4 | 12.06 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/08. Using the Standard Scaler for Standardizing Numeric Features.vtt | 9.23 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/09. Using the Robust Scaler to Scale Numeric Features.mp4 | 7.21 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/09. Using the Robust Scaler to Scale Numeric Features.vtt | 5.83 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/10. Normalization and Cosine Similarity.mp4 | 12.67 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/10. Normalization and Cosine Similarity.vtt | 9.19 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/11. Transforming Bimodally Distributed Data to a Normal Distribution Using a Quantile Tra.mp4 | 9.89 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/11. Transforming Bimodally Distributed Data to a Normal Distribution Using a Quantile Tra.vtt | 7.23 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/12. Reducing Dimensionality Using Factor Analysis.mp4 | 14.16 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/12. Reducing Dimensionality Using Factor Analysis.vtt | 9.10 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/13. Module Summary.mp4 | 1.75 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/2. Preparing Numeric Data for Machine Learning/13. Module Summary.vtt | 2.01 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/01. Module Overview.mp4 | 1.75 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/01. Module Overview.vtt | 1.79 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/02. Outliers and Novelties.mp4 | 4.74 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/02. Outliers and Novelties.vtt | 5.36 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/03. Detecting and Coping with Outlier Data.mp4 | 6.58 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/03. Detecting and Coping with Outlier Data.vtt | 6.72 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/04. Local Outlier Factor.mp4 | 5.31 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/04. Local Outlier Factor.vtt | 4.89 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/05. Elliptic Envelope.mp4 | 4.78 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/05. Elliptic Envelope.vtt | 4.76 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/06. Isolation Forest.mp4 | 5.88 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/06. Isolation Forest.vtt | 5.80 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/07. Outlier Detection Using Local Outlier Factor.mp4 | 15.47 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/07. Outlier Detection Using Local Outlier Factor.vtt | 10.07 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/08. Outlier Detection Using Isolation Forest.mp4 | 11.86 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/08. Outlier Detection Using Isolation Forest.vtt | 7.31 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/09. Outlier Detection Using Elliptic Envelope.mp4 | 6.14 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/09. Outlier Detection Using Elliptic Envelope.vtt | 3.85 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/10. Novelty Detection Using Local Outlier Factor.mp4 | 11.93 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/10. Novelty Detection Using Local Outlier Factor.vtt | 8.06 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/11. Using the Predict Score Samples and Decision Function.mp4 | 7.02 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/11. Using the Predict Score Samples and Decision Function.vtt | 3.99 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/12. Outlier Detection Using the Head Brain Dataset.mp4 | 9.59 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/12. Outlier Detection Using the Head Brain Dataset.vtt | 5.58 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/13. Module Summary.mp4 | 1.73 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/3. Understanding and Implementing Novelty and Outlier Detection/13. Module Summary.vtt | 1.91 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/01. Module Overview.mp4 | 1.66 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/01. Module Overview.vtt | 1.60 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/02. Representing Text Data in Numeric Form.mp4 | 7.60 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/02. Representing Text Data in Numeric Form.vtt | 7.83 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/03. Bag-of-words and Bag-of-n-grams Models.mp4 | 3.84 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/03. Bag-of-words and Bag-of-n-grams Models.vtt | 3.96 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/04. Vectorize Text Using the Bag-of-words Model.mp4 | 12.03 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/04. Vectorize Text Using the Bag-of-words Model.vtt | 7.24 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/05. Vectorize Text Using the Bag-of-n-grams Model.mp4 | 8.32 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/05. Vectorize Text Using the Bag-of-n-grams Model.vtt | 4.43 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/06. Vectorize Text Using Tf-Idf Scores.mp4 | 6.65 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/06. Vectorize Text Using Tf-Idf Scores.vtt | 3.64 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/07. Hashing for Dimensionality Reduction.mp4 | 4.94 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/07. Hashing for Dimensionality Reduction.vtt | 4.56 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/08. Reducing Dimensions Using the Hashing Vectorizer.mp4 | 6.64 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/08. Reducing Dimensions Using the Hashing Vectorizer.vtt | 4.34 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/09. Performing Feature Extraction on a Python Dictionary.mp4 | 4.65 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/09. Performing Feature Extraction on a Python Dictionary.vtt | 3.24 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/10. Module Summary.mp4 | 1.95 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/4. Preparing Text Data for Machine Learning/10. Module Summary.vtt | 1.91 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/1. Module Overview.mp4 | 1.65 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/1. Module Overview.vtt | 1.53 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/2. Representing Images as Matrices.mp4 | 4.06 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/2. Representing Images as Matrices.vtt | 4.14 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/3. Feature Extraction from Images.mp4 | 8.32 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/3. Feature Extraction from Images.vtt | 8.59 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/4. Extracting Patches from Image Data.mp4 | 11.27 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/4. Extracting Patches from Image Data.vtt | 6.24 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/5. Using Dictionary Learning to Denoise and Reconstruct Images.mp4 | 16.40 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/5. Using Dictionary Learning to Denoise and Reconstruct Images.vtt | 9.51 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/6. Clustering Image Data Using a Pixel Connectivity Graph.mp4 | 16.08 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/6. Clustering Image Data Using a Pixel Connectivity Graph.vtt | 9.90 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/7. Clustering Images Using a Gradient Connectivity Graph.mp4 | 14.19 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/7. Clustering Images Using a Gradient Connectivity Graph.vtt | 8.72 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/8. Module Summary.mp4 | 1.89 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/5. Preparing Image Data for Machine Learning/8. Module Summary.vtt | 1.83 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/1. Module Overview.mp4 | 1.96 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/1. Module Overview.vtt | 2.18 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/2. Internal, Artificial, and External Datasets in Scikit Learn.mp4 | 3.71 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/2. Internal, Artificial, and External Datasets in Scikit Learn.vtt | 4.30 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/3. Exploring Internal Datasets.mp4 | 18.67 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/3. Exploring Internal Datasets.vtt | 10.04 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/4. Creating Artificial Datasets for Regression, Classification, Clustering, and Dimensionality Reduc.mp4 | 17.28 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/4. Creating Artificial Datasets for Regression, Classification, Clustering, and Dimensionality Reduc.vtt | 11.71 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/5. Generating Manifold Data.mp4 | 16.41 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/5. Generating Manifold Data.vtt | 11.01 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/6. Module Summary.mp4 | 1.64 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/6. Working with Specialized Datasets/6. Module Summary.vtt | 1.68 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/1. Module Overview.mp4 | 1.62 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/1. Module Overview.vtt | 1.64 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/2. Support Vector Classifiers and the Kernel Trick.mp4 | 5.84 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/2. Support Vector Classifiers and the Kernel Trick.vtt | 6.19 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/3. Kernel Approximations.mp4 | 10.80 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/3. Kernel Approximations.vtt | 10.06 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/4. Preparing Image Data.mp4 | 9.72 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/4. Preparing Image Data.vtt | 6.86 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/5. Comparing Classifiers Trained Using Implicit and Explict Features.mp4 | 17.61 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/5. Comparing Classifiers Trained Using Implicit and Explict Features.vtt | 10.74 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/6. Comparing Accuracy and Runtime for Different Sample Sizes.mp4 | 14.63 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/6. Comparing Accuracy and Runtime for Different Sample Sizes.vtt | 9.36 KB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/7. Summary and Further Study.mp4 | 2.78 MB |
| C1. Preparing Data for Modeling with scikit-learn (Janani Ravi, 2019)/7. Performing Kernel Approximations/7. Summary and Further Study.vtt | 2.94 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/exercise.7z | 134.17 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/playlist.m3u | 4.43 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/~i.txt | 1.93 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 | 3.52 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.vtt | 2.78 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/01. Version Check.mp4 | 541.74 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/01. Version Check.vtt | 7 B |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/02. Module Overview.mp4 | 1.92 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/02. Module Overview.vtt | 2.10 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/03. Prerequisites and Course Outline.mp4 | 2.09 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/03. Prerequisites and Course Outline.vtt | 2.40 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/04. Dimensions of Scaling.mp4 | 2.78 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/04. Dimensions of Scaling.vtt | 3.17 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/05. Measuring Performance in Scaling.mp4 | 9.45 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/05. Measuring Performance in Scaling.vtt | 9.80 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/06. Influence of Number of Features.mp4 | 7.20 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/06. Influence of Number of Features.vtt | 8.30 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/07. Influence of Feature Extraction Techniques.mp4 | 6.41 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/07. Influence of Feature Extraction Techniques.vtt | 7.43 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/08. Influence of Feature Representation.mp4 | 4.39 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/08. Influence of Feature Representation.vtt | 4.26 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/09. Demo - Helper Functions to Generate Datasets and Train Models.mp4 | 9.50 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/09. Demo - Helper Functions to Generate Datasets and Train Models.vtt | 7.78 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/10. Demo - Measuring Training Latencies for Different Models.mp4 | 8.80 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/10. Demo - Measuring Training Latencies for Different Models.vtt | 6.21 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/11. Module Summary.mp4 | 2.02 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/2. Understanding Strategies for Computational Scaling/11. Module Summary.vtt | 2.30 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/01. Module Overview.mp4 | 2.08 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/01. Module Overview.vtt | 2.16 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/02. Demo - Measuring Bulk and Atomic Prediction Latencies for Different Models.mp4 | 14.86 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/02. Demo - Measuring Bulk and Atomic Prediction Latencies for Different Models.vtt | 11.67 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/03. Demo - Influence of Number of Features on Bulk Prediction Latency.mp4 | 10.58 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/03. Demo - Influence of Number of Features on Bulk Prediction Latency.vtt | 8.53 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/04. Optimizations to Improve Prediction Latency.mp4 | 10.48 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/04. Optimizations to Improve Prediction Latency.vtt | 11.32 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/05. Optimizations to Improve Prediction Throughput.mp4 | 2.91 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/05. Optimizations to Improve Prediction Throughput.vtt | 3.09 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/06. Demo - Observing the Influence of Model Complexity.mp4 | 17.35 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/06. Demo - Observing the Influence of Model Complexity.vtt | 13.33 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/07. Demo - Using Optimized Libraries and Reducing Validation Overhead.mp4 | 6.12 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/07. Demo - Using Optimized Libraries and Reducing Validation Overhead.vtt | 4.21 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/08. Demo - Training Models Using Dense and Sparse Input Representation.mp4 | 12.46 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/08. Demo - Training Models Using Dense and Sparse Input Representation.vtt | 9.59 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/09. Demo - Prediction with Sparse Data and Memory Profiling.mp4 | 11.84 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/09. Demo - Prediction with Sparse Data and Memory Profiling.vtt | 9.44 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/10. Module Summary.mp4 | 2.02 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/3. Observing the Factors Affecting Prediction Latency/10. Module Summary.vtt | 2.07 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/1. Module Overview.mp4 | 1.80 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/1. Module Overview.vtt | 1.95 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/2. Streaming Data.mp4 | 5.46 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/2. Streaming Data.vtt | 5.65 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/3. Incremental Learning for Large Datasets.mp4 | 11.33 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/3. Incremental Learning for Large Datasets.vtt | 11.83 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/4. Demo - Preparing Text Data for out of Core Learning.mp4 | 11.90 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/4. Demo - Preparing Text Data for out of Core Learning.vtt | 9.36 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/5. Demo - Using Partial Fit to Perform out of Core Learning.mp4 | 9.32 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/5. Demo - Using Partial Fit to Perform out of Core Learning.vtt | 6.94 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/6. Demo - Visualizing Latencies and Accuracies.mp4 | 9.34 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/6. Demo - Visualizing Latencies and Accuracies.vtt | 7.61 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/7. Demo - Using the Passive Aggressive, Perceptron, and BernoulliNB Classifiers.mp4 | 8.05 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/7. Demo - Using the Passive Aggressive, Perceptron, and BernoulliNB Classifiers.vtt | 6.24 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/8. Module Summary.mp4 | 1.90 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/4. Implementing Scaling of Instances Using Out-of-core Learning/8. Module Summary.vtt | 2.21 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/01. Module Overview.mp4 | 1.61 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/01. Module Overview.vtt | 1.68 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/02. Parallelizing Computation Using Joblib.mp4 | 6.50 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/02. Parallelizing Computation Using Joblib.vtt | 6.75 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/03. Demo - Introducing Joblib.mp4 | 7.87 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/03. Demo - Introducing Joblib.vtt | 6.23 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/04. Demo - Running Concurrent Workers Using Joblib.mp4 | 8.90 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/04. Demo - Running Concurrent Workers Using Joblib.vtt | 6.64 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/05. Demo - Cross Validation Using Concurrent Workers.mp4 | 6.84 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/05. Demo - Cross Validation Using Concurrent Workers.vtt | 5.25 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/06. Demo - Integrating Joblib with Dask ML.mp4 | 7.37 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/06. Demo - Integrating Joblib with Dask ML.vtt | 3.84 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/07. Demo - Grid Search with Concurrent Workers.mp4 | 5.92 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/07. Demo - Grid Search with Concurrent Workers.vtt | 4.70 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/08. Demo - Preparing Data for Multi-label Classification.mp4 | 15.98 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/08. Demo - Preparing Data for Multi-label Classification.vtt | 12.55 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/09. Demo - Performing Multi-label Classification.mp4 | 7.46 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/09. Demo - Performing Multi-label Classification.vtt | 5.76 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/10. Module Summary.mp4 | 1.52 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/5. Implementing Multicore Parallelism in scikit-learn/10. Module Summary.vtt | 1.66 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/1. Module Overview.mp4 | 2.07 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/1. Module Overview.vtt | 2.07 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/2. Integrating Apache Spark and scikit-learn.mp4 | 7.25 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/2. Integrating Apache Spark and scikit-learn.vtt | 6.82 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/3. Demo - Working with Spark Using spark-sklearn.mp4 | 13.59 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/3. Demo - Working with Spark Using spark-sklearn.vtt | 10.14 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/4. Demo - Working with Spark Using scikit-spark.mp4 | 8.57 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/4. Demo - Working with Spark Using scikit-spark.vtt | 6.41 KB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/5. Summary and Further Study.mp4 | 2.40 MB |
| C2. Scaling scikit-learn Solutions (Janani Ravi, 2019)/6. Autoscaling of scikit-learn with Apache Spark/5. Summary and Further Study.vtt | 2.79 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/exercise.7z | 1.01 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/playlist.m3u | 1.53 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/~i.txt | 1.58 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/1. Course Overview/1. Course Overview.mp4 | 2.82 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/1. Course Overview/1. Course Overview.vtt | 2.38 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/2. What Is Model Evaluation and Selection/1. Model Evaluation and Selection.mp4 | 20.06 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/2. What Is Model Evaluation and Selection/1. Model Evaluation and Selection.vtt | 12.65 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/1. Introduction.mp4 | 1.14 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/1. Introduction.vtt | 1.17 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/2. Classification Model Refresher.mp4 | 1.62 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/2. Classification Model Refresher.vtt | 1.79 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/3. Confusion Matrix.mp4 | 2.92 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/3. Confusion Matrix.vtt | 3.06 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/4. Accuracy, Precision, Recall, and F1 Score.mp4 | 5.38 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/4. Accuracy, Precision, Recall, and F1 Score.vtt | 4.88 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/5. Choosing the Right Metric.mp4 | 7.16 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/5. Choosing the Right Metric.vtt | 6.46 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/6. ROC Curves and AUC.mp4 | 6.17 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/6. ROC Curves and AUC.vtt | 5.15 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/7. Demo.mp4 | 20.16 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/3. Evaluation Methods for Classification Models/7. Demo.vtt | 11.55 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/1. Introduction.mp4 | 885.00 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/1. Introduction.vtt | 881 B |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/2. Regression Model Refresher.mp4 | 1.98 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/2. Regression Model Refresher.vtt | 2.30 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/3. Mean Square Error and Root Mean Square Error.mp4 | 4.40 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/3. Mean Square Error and Root Mean Square Error.vtt | 5.33 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/4. Mean Absolute Error.mp4 | 1.49 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/4. Mean Absolute Error.vtt | 1.59 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/5. R-squared and Adjusted R-squared.mp4 | 7.54 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/5. R-squared and Adjusted R-squared.vtt | 8.28 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/6. Choosing the Right Metric.mp4 | 3.08 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/6. Choosing the Right Metric.vtt | 3.56 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/7. Demo.mp4 | 8.78 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/7. Demo.vtt | 6.33 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/8. Summary.mp4 | 799.58 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/4. Evaluation Methods for Regression Models/8. Summary.vtt | 1.05 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/5. Model Selection Techniques/1. Model Selection Techniques.mp4 | 26.55 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/5. Model Selection Techniques/1. Model Selection Techniques.vtt | 23.98 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/1. Revisiting the Data Scientists Dilemma.mp4 | 2.81 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/1. Revisiting the Data Scientists Dilemma.vtt | 3.11 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/2. Model Evaluation Methods.mp4 | 2.67 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/2. Model Evaluation Methods.vtt | 3.02 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/3. Model Selection Techniques.mp4 | 2.27 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/3. Model Selection Techniques.vtt | 2.55 KB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/4. Demo - Using the Patient Dataset.mp4 | 9.90 MB |
| C3. Model Evaluation and Selection Using scikit-learn (Chetan Prabhu, 2019)/6. Putting It All Together/4. Demo - Using the Patient Dataset.vtt | 5.81 KB |
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