Modern Deep Learning in Python
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Torrent File Content (168 files)
Modern Deep Learning in Python
17. Appendix
4. Windows-Focused Environment Setup 2018.mp4 -
17. Appendix
4. Windows-Focused Environment Setup 2018.mp4 -
186.34 MB
Visit Coursedrive.org.url -
124 bytes
ReadMe.txt -
538 bytes
Visit Coursedrive.org.url -
124 bytes
1. Introduction and Outline
1. Outline - what did you learn previously, and what will you learn in this course.mp4 -
1. Outline - what did you learn previously, and what will you learn in this course.mp4 -
14.43 MB
1. Outline - what did you learn previously, and what will you learn in this course.vtt -
9.77 KB
2. Where does this course fit into your deep learning studies.mp4 -
6 MB
2. Where does this course fit into your deep learning studies.vtt -
5.02 KB
Must Read.txt -
540 bytes
Visit Coursedrive.org.url -
124 bytes
2. Review
1. Review of Basic Concepts.mp4 -
1. Review of Basic Concepts.mp4 -
23.36 MB
1. Review of Basic Concepts.vtt -
16.04 KB
2. Where to get the MNIST dataset and Establishing a Linear Benchmark.mp4 -
11.12 MB
2. Where to get the MNIST dataset and Establishing a Linear Benchmark.vtt -
4.19 KB
3. Gradient Descent Full vs Batch vs Stochastic
1. What are full, batch, and stochastic gradient descent.mp4 -
1. What are full, batch, and stochastic gradient descent.mp4 -
5.83 MB
1. What are full, batch, and stochastic gradient descent.vtt -
3.54 KB
2. Full vs Batch vs Stochastic Gradient Descent in code.mp4 -
13.99 MB
2. Full vs Batch vs Stochastic Gradient Descent in code.vtt -
5.81 KB
4. Momentum and adaptive learning rates
1. Using Momentum to Speed Up Training.mp4 -
1. Using Momentum to Speed Up Training.mp4 -
10.67 MB
1. Using Momentum to Speed Up Training.vtt -
6.86 KB
2. Nesterov Momentum.mp4 -
10.64 MB
2. Nesterov Momentum.vtt -
6.75 KB
3. Momentum in Code.mp4 -
14.44 MB
3. Momentum in Code.vtt -
5.49 KB
4. Variable and adaptive learning rates.mp4 -
18.92 MB
4. Variable and adaptive learning rates.vtt -
13.2 KB
5. Constant learning rate vs. RMSProp in Code.mp4 -
10.98 MB
5. Constant learning rate vs. RMSProp in Code.vtt -
3.79 KB
6. Adam Optimization.mp4 -
19.33 MB
6. Adam Optimization.vtt -
11.88 KB
7. Adam in Code.mp4 -
13.9 MB
7. Adam in Code.vtt -
5.97 KB
ReadMe.txt -
538 bytes
Visit Coursedrive.org.url -
124 bytes
5. Choosing Hyperparameters
1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 -
1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.mp4 -
5.1 MB
1. Hyperparameter Optimization Cross-validation, Grid Search, and Random Search.vtt -
4.08 KB
2. Sampling Logarithmically.mp4 -
5.24 MB
2. Sampling Logarithmically.vtt -
3.39 KB
3. Grid Search in Code.mp4 -
13.77 MB
3. Grid Search in Code.vtt -
8.15 KB
4. Modifying Grid Search.mp4 -
2.18 MB
4. Modifying Grid Search.vtt -
1.55 KB
5. Random Search in Code.mp4 -
7.94 MB
5. Random Search in Code.vtt -
4.27 KB
6. Weight Initialization
1. Weight Initialization Section Introduction.mp4 -
1. Weight Initialization Section Introduction.mp4 -
1.52 MB
1. Weight Initialization Section Introduction.vtt -
1.06 KB
2. Vanishing and Exploding Gradients.mp4 -
9.99 MB
2. Vanishing and Exploding Gradients.vtt -
6.95 KB
3. Weight Initialization.mp4 -
13.6 MB
3. Weight Initialization.vtt -
9.11 KB
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