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Create Time:1970-01-01 08:00:00
File Size:3.71 GB
File Count:181
File Hash:b035f35bd8acb94ab3b153c8e3011188c93e204b
1. Introduction and Outline/1. Introduction and Outline-en_US.srt | 12.03 KB |
1. Introduction and Outline/1. Introduction and Outline.mp4 | 51.79 MB |
1. Introduction and Outline/2. External URLs.txt | 75 B |
1. Introduction and Outline/2. Where to get the Code-en_US.srt | 7.10 KB |
1. Introduction and Outline/2. Where to get the Code.mp4 | 16.59 MB |
1. Introduction and Outline/3. How to Succeed in this Course-en_US.srt | 7.94 KB |
1. Introduction and Outline/3. How to Succeed in this Course.mp4 | 46.54 MB |
10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course-en_US.srt | 6.41 KB |
10. Transition to the 2nd Half of the Course/1. Transition to the 2nd Half of the Course.mp4 | 13.03 MB |
11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction-en_US.srt | 6.41 KB |
11. Project Facial Expression Recognition/1. Facial Expression Recognition Project Introduction.mp4 | 12.74 MB |
11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description-en_US.srt | 14.80 KB |
11. Project Facial Expression Recognition/2. Facial Expression Recognition Problem Description.mp4 | 33.82 MB |
11. Project Facial Expression Recognition/3. The class imbalance problem-en_US.srt | 7.36 KB |
11. Project Facial Expression Recognition/3. The class imbalance problem.mp4 | 15.71 MB |
11. Project Facial Expression Recognition/4. Utilities walkthrough-en_US.srt | 5.39 KB |
11. Project Facial Expression Recognition/4. Utilities walkthrough.mp4 | 26.10 MB |
11. Project Facial Expression Recognition/5. Class-Based ANN in Theano-en_US.srt | 14.85 KB |
11. Project Facial Expression Recognition/5. Class-Based ANN in Theano.mp4 | 96.19 MB |
11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow-en_US.srt | 11.98 KB |
11. Project Facial Expression Recognition/6. Class-Based ANN in TensorFlow.mp4 | 97.05 MB |
11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary-en_US.srt | 1.69 KB |
11. Project Facial Expression Recognition/7. Facial Expression Recognition Project Summary.mp4 | 3.76 MB |
12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction-en_US.srt | 2.87 KB |
12. Modern Regularization Techniques/1. Modern Regularization Techniques Section Introduction.mp4 | 7.98 MB |
12. Modern Regularization Techniques/2. Dropout Regularization-en_US.srt | 14.12 KB |
12. Modern Regularization Techniques/2. Dropout Regularization.mp4 | 48.75 MB |
12. Modern Regularization Techniques/3. Dropout Intuition-en_US.srt | 4.37 KB |
12. Modern Regularization Techniques/3. Dropout Intuition.mp4 | 9.05 MB |
12. Modern Regularization Techniques/4. Noise Injection-en_US.srt | 6.75 KB |
12. Modern Regularization Techniques/4. Noise Injection.mp4 | 14.61 MB |
12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary-en_US.srt | 2.55 KB |
12. Modern Regularization Techniques/5. Modern Regularization Techniques Section Summary.mp4 | 5.29 MB |
13. Batch Normalization/1. Batch Normalization Introduction-en_US.srt | 2.41 KB |
13. Batch Normalization/1. Batch Normalization Introduction.mp4 | 3.50 MB |
13. Batch Normalization/2. Exponentially-Smoothed Averages-en_US.srt | 5.30 KB |
13. Batch Normalization/2. Exponentially-Smoothed Averages.mp4 | 8.31 MB |
13. Batch Normalization/3. Batch Normalization Theory-en_US.srt | 13.46 KB |
13. Batch Normalization/3. Batch Normalization Theory.mp4 | 53.83 MB |
13. Batch Normalization/4. Batch Normalization Tensorflow (part 1)-en_US.srt | 6.41 KB |
13. Batch Normalization/4. Batch Normalization Tensorflow (part 1).mp4 | 11.35 MB |
13. Batch Normalization/5. Batch Normalization Tensorflow (part 2)-en_US.srt | 6.31 KB |
13. Batch Normalization/5. Batch Normalization Tensorflow (part 2).mp4 | 66.50 MB |
13. Batch Normalization/6. Batch Normalization Theano (part 1)-en_US.srt | 5.21 KB |
13. Batch Normalization/6. Batch Normalization Theano (part 1).mp4 | 10.14 MB |
13. Batch Normalization/7. Batch Normalization Theano (part 2)-en_US.srt | 7.69 KB |
13. Batch Normalization/7. Batch Normalization Theano (part 2).mp4 | 76.28 MB |
13. Batch Normalization/8. Noise Perspective-en_US.srt | 2.34 KB |
13. Batch Normalization/8. Noise Perspective.mp4 | 3.26 MB |
13. Batch Normalization/9. Batch Normalization Summary-en_US.srt | 2.03 KB |
13. Batch Normalization/9. Batch Normalization Summary.mp4 | 2.98 MB |
14. Keras/1. Keras Discussion-en_US.srt | 8.83 KB |
14. Keras/1. Keras Discussion.mp4 | 15.25 MB |
14. Keras/2. Keras in Code-en_US.srt | 7.16 KB |
14. Keras/2. Keras in Code.mp4 | 49.19 MB |
14. Keras/3. Keras Functional API-en_US.srt | 5.03 KB |
14. Keras/3. Keras Functional API.mp4 | 29.13 MB |
14. Keras/4. How to easily convert Keras into Tensorflow 2.0 code-en_US.srt | 1.90 KB |
14. Keras/4. How to easily convert Keras into Tensorflow 2.0 code.mp4 | 6.23 MB |
15. PyTorch/1. PyTorch Basics-en_US.srt | 14.23 KB |
15. PyTorch/1. PyTorch Basics.mp4 | 83.87 MB |
15. PyTorch/2. PyTorch Dropout-en_US.srt | 3.05 KB |
15. PyTorch/2. PyTorch Dropout.mp4 | 35.79 MB |
15. PyTorch/3. PyTorch Batch Norm-en_US.srt | 2.90 KB |
15. PyTorch/3. PyTorch Batch Norm.mp4 | 36.79 MB |
16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet-en_US.srt | 1.04 KB |
16. PyTorch, CNTK, and MXNet/1. PyTorch, CNTK, and MXNet.mp4 | 1.80 MB |
17. Deep Learning Review Topics/1. What's the difference between neural networks and deep learning-en_US.srt | 9.84 KB |
17. Deep Learning Review Topics/1. What's the difference between neural networks and deep learning.mp4 | 27.21 MB |
17. Deep Learning Review Topics/2. Manually Choosing Learning Rate and Regularization Penalty-en_US.srt | 5.32 KB |
17. Deep Learning Review Topics/2. Manually Choosing Learning Rate and Regularization Penalty.mp4 | 10.34 MB |
18. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018-en_US.srt | 19.02 KB |
18. Setting Up Your Environment (FAQ by Student Request)/1. Windows-Focused Environment Setup 2018.mp4 | 308.83 MB |
18. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow-en_US.srt | 13.65 KB |
18. Setting Up Your Environment (FAQ by Student Request)/2. How to install Numpy, Scipy, Matplotlib, Pandas, IPython, Theano, and TensorFlow.mp4 | 192.04 MB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1)-en_US.srt | 21.69 KB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/1. How to Code by Yourself (part 1).mp4 | 93.60 MB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2)-en_US.srt | 12.76 KB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/2. How to Code by Yourself (part 2).mp4 | 29.27 MB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it-en_US.srt | 13.50 KB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/3. Proof that using Jupyter Notebook is the same as not using it.mp4 | 108.46 MB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to Uncompress a .tar.gz file-en_US.srt | 3.81 KB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/4. How to Uncompress a .tar.gz file.mp4 | 6.43 MB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Python 2 vs Python 3-en_US.srt | 5.84 KB |
19. Extra Help With Python Coding for Beginners (FAQ by Student Request)/5. Python 2 vs Python 3.mp4 | 10.40 MB |
2. Review/1. Review (pt 1) Neuron Predictions-en_US.srt | 17.11 KB |
2. Review/1. Review (pt 1) Neuron Predictions.mp4 | 40.45 MB |
2. Review/2. Review (pt 2) Neuron Learning-en_US.srt | 11.74 KB |
2. Review/2. Review (pt 2) Neuron Learning.mp4 | 22.19 MB |
2. Review/3. Review (pt 3) Artificial Neural Networks-en_US.srt | 14.47 KB |
2. Review/3. Review (pt 3) Artificial Neural Networks.mp4 | 34.07 MB |
2. Review/4. Review Exercise Prompt-en_US.srt | 7.29 KB |
2. Review/4. Review Exercise Prompt.mp4 | 32.22 MB |
2. Review/5. Review Code (pt 1)-en_US.srt | 6.87 KB |
2. Review/5. Review Code (pt 1).mp4 | 25.90 MB |
2. Review/6. Review Code (pt 2)-en_US.srt | 14.92 KB |
2. Review/6. Review Code (pt 2).mp4 | 126.83 MB |
2. Review/7. Review Summary-en_US.srt | 1.30 KB |
2. Review/7. Review Summary.mp4 | 4.34 MB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version)-en_US.srt | 14.16 KB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/1. How to Succeed in this Course (Long Version).mp4 | 24.94 MB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced-en_US.srt | 30.70 KB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/2. Is this for Beginners or Experts Academic or Practical Fast or slow-paced.mp4 | 60.19 MB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1)-en_US.srt | 16.02 KB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/3. Machine Learning and AI Prerequisite Roadmap (pt 1).mp4 | 134.90 MB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2)-en_US.srt | 22.68 KB |
20. Effective Learning Strategies for Machine Learning (FAQ by Student Request)/4. Machine Learning and AI Prerequisite Roadmap (pt 2).mp4 | 136.40 MB |
21. Appendix FAQ Finale/1. What is the Appendix-en_US.srt | 3.66 KB |
21. Appendix FAQ Finale/1. What is the Appendix.mp4 | 8.92 MB |
21. Appendix FAQ Finale/2. BONUS Where to get discount coupons and FREE deep learning material-en_US.srt | 7.54 KB |
21. Appendix FAQ Finale/2. BONUS Where to get discount coupons and FREE deep learning material.mp4 | 37.81 MB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory)-en_US.srt | 20.46 KB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/1. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Theory).mp4 | 57.64 MB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/2. SGD Exercise Prompt-en_US.srt | 4.27 KB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/2. SGD Exercise Prompt.mp4 | 9.69 MB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1)-en_US.srt | 13.35 KB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/3. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 1).mp4 | 51.97 MB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2)-en_US.srt | 14.27 KB |
3. Stochastic Gradient Descent and Mini-Batch Gradient Descent/4. Stochastic Gradient Descent and Mini-Batch Gradient Descent (Code pt 2).mp4 | 110.55 MB |
4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training-en_US.srt | 7.54 KB |
4. Momentum and adaptive learning rates/1. Using Momentum to Speed Up Training.mp4 | 25.60 MB |
4. Momentum and adaptive learning rates/2. Nesterov Momentum-en_US.srt | 7.16 KB |
4. Momentum and adaptive learning rates/2. Nesterov Momentum.mp4 | 12.85 MB |
4. Momentum and adaptive learning rates/3. Momentum in Code-en_US.srt | 6.13 KB |
4. Momentum and adaptive learning rates/3. Momentum in Code.mp4 | 38.15 MB |
4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates-en_US.srt | 14.60 KB |
4. Momentum and adaptive learning rates/4. Variable and adaptive learning rates.mp4 | 23.49 MB |
4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code-en_US.srt | 3.90 KB |
4. Momentum and adaptive learning rates/5. Constant learning rate vs. RMSProp in Code.mp4 | 24.22 MB |
4. Momentum and adaptive learning rates/6. Adam Optimization (pt 1)-en_US.srt | 16.05 KB |
4. Momentum and adaptive learning rates/6. Adam Optimization (pt 1).mp4 | 55.16 MB |
4. Momentum and adaptive learning rates/7. Adam Optimization (pt 2)-en_US.srt | 13.94 KB |
4. Momentum and adaptive learning rates/7. Adam Optimization (pt 2).mp4 | 52.76 MB |
4. Momentum and adaptive learning rates/8. Adam in Code-en_US.srt | 6.41 KB |
4. Momentum and adaptive learning rates/8. Adam in Code.mp4 | 30.48 MB |
4. Momentum and adaptive learning rates/9. Suggestion Box-en_US.srt | 4.50 KB |
4. Momentum and adaptive learning rates/9. Suggestion Box.mp4 | 19.35 MB |
5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search-en_US.srt | 4.57 KB |
5. Choosing Hyperparameters/1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 | 7.92 MB |
5. Choosing Hyperparameters/2. Sampling Logarithmically-en_US.srt | 3.85 KB |
5. Choosing Hyperparameters/2. Sampling Logarithmically.mp4 | 5.20 MB |
5. Choosing Hyperparameters/3. Grid Search in Code-en_US.srt | 8.85 KB |
5. Choosing Hyperparameters/3. Grid Search in Code.mp4 | 68.46 MB |
5. Choosing Hyperparameters/4. Modifying Grid Search-en_US.srt | 1.81 KB |
5. Choosing Hyperparameters/4. Modifying Grid Search.mp4 | 2.40 MB |
5. Choosing Hyperparameters/5. Random Search in Code-en_US.srt | 4.51 KB |
5. Choosing Hyperparameters/5. Random Search in Code.mp4 | 39.04 MB |
6. Weight Initialization/1. Weight Initialization Section Introduction-en_US.srt | 1.16 KB |
6. Weight Initialization/1. Weight Initialization Section Introduction.mp4 | 1.70 MB |
6. Weight Initialization/2. Vanishing and Exploding Gradients-en_US.srt | 7.84 KB |
6. Weight Initialization/2. Vanishing and Exploding Gradients.mp4 | 13.46 MB |
6. Weight Initialization/3. Weight Initialization-en_US.srt | 10.14 KB |
6. Weight Initialization/3. Weight Initialization.mp4 | 15.04 MB |
6. Weight Initialization/4. Local vs. Global Minima-en_US.srt | 3.40 KB |
6. Weight Initialization/4. Local vs. Global Minima.mp4 | 8.33 MB |
6. Weight Initialization/5. Weight Initialization Section Summary-en_US.srt | 2.03 KB |
6. Weight Initialization/5. Weight Initialization Section Summary.mp4 | 3.45 MB |
7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization-en_US.srt | 7.01 KB |
7. Theano/1. Theano Basics Variables, Functions, Expressions, Optimization.mp4 | 65.34 MB |
7. Theano/2. Building a neural network in Theano-en_US.srt | 3.71 KB |
7. Theano/2. Building a neural network in Theano.mp4 | 49.89 MB |
7. Theano/3. Is Theano Dead-en_US.srt | 12.70 KB |
7. Theano/3. Is Theano Dead.mp4 | 23.07 MB |
8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization-en_US.srt | 5.71 KB |
8. TensorFlow/1. TensorFlow Basics Variables, Functions, Expressions, Optimization.mp4 | 39.15 MB |
8. TensorFlow/2. Building a neural network in TensorFlow-en_US.srt | 5.72 KB |
8. TensorFlow/2. Building a neural network in TensorFlow.mp4 | 43.44 MB |
8. TensorFlow/3. What is a Session (And more)-en_US.srt | 17.83 KB |
8. TensorFlow/3. What is a Session (And more).mp4 | 31.11 MB |
9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services-en_US.srt | 4.34 KB |
9. GPU Speedup, Homework, and Other Misc Topics/1. Setting up a GPU Instance on Amazon Web Services.mp4 | 101.93 MB |
9. GPU Speedup, Homework, and Other Misc Topics/2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer-en_US.srt | 31.06 KB |
9. GPU Speedup, Homework, and Other Misc Topics/2. Installing NVIDIA GPU-Accelerated Deep Learning Libraries on your Home Computer.mp4 | 236.27 MB |
9. GPU Speedup, Homework, and Other Misc Topics/3. Can Big Data be used to Speed Up Backpropagation-en_US.srt | 4.10 KB |
9. GPU Speedup, Homework, and Other Misc Topics/3. Can Big Data be used to Speed Up Backpropagation.mp4 | 9.42 MB |
9. GPU Speedup, Homework, and Other Misc Topics/4. Exercises and Concepts Still to be Covered-en_US.srt | 2.71 KB |
9. GPU Speedup, Homework, and Other Misc Topics/4. Exercises and Concepts Still to be Covered.mp4 | 8.75 MB |
9. GPU Speedup, Homework, and Other Misc Topics/5. How to Improve your Theano and Tensorflow Skills-en_US.srt | 5.86 KB |
9. GPU Speedup, Homework, and Other Misc Topics/5. How to Improve your Theano and Tensorflow Skills.mp4 | 31.94 MB |
9. GPU Speedup, Homework, and Other Misc Topics/6. Theano vs. TensorFlow-en_US.srt | 8.20 KB |
9. GPU Speedup, Homework, and Other Misc Topics/6. Theano vs. TensorFlow.mp4 | 16.39 MB |
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