Create Tool:
Create Time:1970-01-01 08:00:00
File Size:349.72 MB
File Count:81
File Hash:9e737177f3eb98cb7c679c0ae14768f3406c7dcc
| 01. Course Overview/01. Course Overview.mp4 | 3.70 MB |
| 01. Course Overview/01. Course Overview.srt | 13.24 KB |
| 02. Designing an Experiment for Data Analysis/01. Module Overview.mp4 | 2.04 MB |
| 02. Designing an Experiment for Data Analysis/01. Module Overview.srt | 8.60 KB |
| 02. Designing an Experiment for Data Analysis/02. Prerequisites and Course Outline.mp4 | 1.75 MB |
| 02. Designing an Experiment for Data Analysis/02. Prerequisites and Course Outline.srt | 10.16 KB |
| 02. Designing an Experiment for Data Analysis/03. Connecting the Dots with Data.mp4 | 4.35 MB |
| 02. Designing an Experiment for Data Analysis/03. Connecting the Dots with Data.srt | 22.73 KB |
| 02. Designing an Experiment for Data Analysis/04. Hypothesis Testing.mp4 | 11.93 MB |
| 02. Designing an Experiment for Data Analysis/04. Hypothesis Testing.srt | 57.71 KB |
| 02. Designing an Experiment for Data Analysis/05. T-tests.mp4 | 5.19 MB |
| 02. Designing an Experiment for Data Analysis/05. T-tests.srt | 25.10 KB |
| 02. Designing an Experiment for Data Analysis/06. ANOVA.mp4 | 7.64 MB |
| 02. Designing an Experiment for Data Analysis/06. ANOVA.srt | 35.36 KB |
| 02. Designing an Experiment for Data Analysis/07. Designing a Machine Learning Experiment.mp4 | 8.50 MB |
| 02. Designing an Experiment for Data Analysis/07. Designing a Machine Learning Experiment.srt | 42.44 KB |
| 02. Designing an Experiment for Data Analysis/08. Summary.mp4 | 2.58 MB |
| 02. Designing an Experiment for Data Analysis/08. Summary.srt | 12.01 KB |
| 03. Building and Training a Machine Learning Model/01. Module Overview.mp4 | 2.35 MB |
| 03. Building and Training a Machine Learning Model/01. Module Overview.srt | 12.13 KB |
| 03. Building and Training a Machine Learning Model/02. Getting Started with Azure ML Studio.mp4 | 13.50 MB |
| 03. Building and Training a Machine Learning Model/02. Getting Started with Azure ML Studio.srt | 43.17 KB |
| 03. Building and Training a Machine Learning Model/03. Loading and Visualizing Data.mp4 | 12.53 MB |
| 03. Building and Training a Machine Learning Model/03. Loading and Visualizing Data.srt | 44.86 KB |
| 03. Building and Training a Machine Learning Model/04. Exploring Relationships in Data.mp4 | 12.00 MB |
| 03. Building and Training a Machine Learning Model/04. Exploring Relationships in Data.srt | 38.72 KB |
| 03. Building and Training a Machine Learning Model/05. Preprocessing and Preparing Data.mp4 | 16.08 MB |
| 03. Building and Training a Machine Learning Model/05. Preprocessing and Preparing Data.srt | 48.82 KB |
| 03. Building and Training a Machine Learning Model/06. Building and Training a Regression Model for Price Prediction.mp4 | 19.86 MB |
| 03. Building and Training a Machine Learning Model/06. Building and Training a Regression Model for Price Prediction.srt | 66.59 KB |
| 03. Building and Training a Machine Learning Model/07. Building and Training a Regression Model in Python.mp4 | 23.26 MB |
| 03. Building and Training a Machine Learning Model/07. Building and Training a Regression Model in Python.srt | 70.30 KB |
| 03. Building and Training a Machine Learning Model/08. Summary.mp4 | 1.96 MB |
| 03. Building and Training a Machine Learning Model/08. Summary.srt | 10.46 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/01. Module Overview.mp4 | 1.72 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/01. Module Overview.srt | 8.77 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/02. Overfitting and Techniques to Mitigate Overfitting.mp4 | 10.58 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/02. Overfitting and Techniques to Mitigate Overfitting.srt | 52.76 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/03. Accuracy, Precision, and Recall.mp4 | 7.80 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/03. Accuracy, Precision, and Recall.srt | 36.68 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/04. The ROC Curve.mp4 | 6.17 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/04. The ROC Curve.srt | 30.44 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/05. Preparing and Processing Data.mp4 | 18.75 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/05. Preparing and Processing Data.srt | 58.84 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/06. Building Training and Evaluating a Classification Model.mp4 | 20.13 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/06. Building Training and Evaluating a Classification Model.srt | 63.10 KB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/07. Summary.mp4 | 2.09 MB |
| 04. Understanding and Overcoming Common Problems in Data Modeling/07. Summary.srt | 11.82 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/01. Module Overview.mp4 | 1.99 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/01. Module Overview.srt | 8.70 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/02. Cross-validation in the ML Workflow.mp4 | 3.48 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/02. Cross-validation in the ML Workflow.srt | 13.69 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/03. Singular Cross-validation.mp4 | 5.15 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/03. Singular Cross-validation.srt | 26.18 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/04. Cross-validation Using Azure ML Studio.mp4 | 15.52 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/04. Cross-validation Using Azure ML Studio.srt | 42.79 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/05. K-fold Cross-validation and Variants.mp4 | 9.91 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/05. K-fold Cross-validation and Variants.srt | 45.20 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/06. K-fold Cross-validation in scikit-learn.mp4 | 15.58 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/06. K-fold Cross-validation in scikit-learn.srt | 54.73 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/07. Repeated K-fold Cross-validation in scikit-learn.mp4 | 9.43 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/07. Repeated K-fold Cross-validation in scikit-learn.srt | 31.28 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/08. Stratified K-fold Cross-validation in scikit-learn.mp4 | 12.59 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/08. Stratified K-fold Cross-validation in scikit-learn.srt | 36.70 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/09. Group K-fold in scikit-learn.mp4 | 8.77 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/09. Group K-fold in scikit-learn.srt | 30.52 KB |
| 05. Leveraging Different Validation Strategies in Data Modeling/10. Summary.mp4 | 1.98 MB |
| 05. Leveraging Different Validation Strategies in Data Modeling/10. Summary.srt | 9.64 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/01. Module Overview.mp4 | 3.43 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/01. Module Overview.srt | 16.42 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/02. Hyperparameter Tuning.mp4 | 3.19 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/02. Hyperparameter Tuning.srt | 15.81 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/03. Decision Trees.mp4 | 4.56 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/03. Decision Trees.srt | 24.53 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/04. Hyperparameter Tuning a Decision Forest Classifier.mp4 | 16.95 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/04. Hyperparameter Tuning a Decision Forest Classifier.srt | 51.06 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/05. Tuning and Scoring Multiple Models.mp4 | 12.60 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/05. Tuning and Scoring Multiple Models.srt | 39.99 KB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/06. Summary and Further Study.mp4 | 1.74 MB |
| 06. Tuning Hyperparameters Using Cross Validation Scores/06. Summary and Further Study.srt | 8.96 KB |
| experimental-design-data-analysis.zip | 5.15 MB |
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