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[FreeCourseLab com] Udemy - Zero to Deep Learningâ„¢ with Python and Keras
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Torrent Files List
1. Welcome to the course! (Size: 1.89 GB) (Files: 293)
1. Welcome to the course!
1. Welcome to the course!.mp4
1. Welcome to the course!.vtt
2. Introduction.mp4
2. Introduction.vtt
3. Real world applications of deep learning.mp4
3. Real world applications of deep learning.vtt
4. Download and install Anaconda.mp4
4. Download and install Anaconda.vtt
5. Installation Video Guide.mp4
5. Installation Video Guide.vtt
5.1 Link to Github notebooks.html
5.2 Link to Tensorflow install docs.html
6. Obtain the code for the course.html
7. Course Folder Walkthrough.mp4
7. Course Folder Walkthrough.vtt
8. Your first deep learning model.mp4
8. Your first deep learning model.vtt
2. Data
1. Section 2 Intro.mp4
1. Section 2 Intro.vtt
10. Exercise 1 Solution.mp4
10. Exercise 1 Solution.vtt
11. Exercise 2 Presentation.mp4
11. Exercise 2 Presentation.vtt
12. Exercise 2 Solution.mp4
12. Exercise 2 Solution.vtt
13. Exercise 3 Presentation.mp4
13. Exercise 3 Presentation.vtt
14. Exercise 3 Solution.mp4
14. Exercise 3 Solution.vtt
15. Exercise 4 Presentation.mp4
15. Exercise 4 Presentation.vtt
16. Exercise 4 Solution.mp4
16. Exercise 4 Solution.vtt
17. Exercise 5 Presentation.mp4
17. Exercise 5 Presentation.vtt
18. Exercise 5 Solution.mp4
18. Exercise 5 Solution.vtt
2. Tabular data.mp4
2. Tabular data.vtt
3. Data exploration with Pandas code along.mp4
3. Data exploration with Pandas code along.vtt
4. Visual data Exploration.mp4
4. Visual data Exploration.vtt
5. Plotting with Matplotlib.mp4
5. Plotting with Matplotlib.vtt
6. Unstructured Data.mp4
6. Unstructured Data.vtt
7. Images and Sound in Jupyter.mp4
7. Images and Sound in Jupyter.vtt
8. Feature Engineering.mp4
8. Feature Engineering.vtt
9. Exercise 1 Presentation.mp4
9. Exercise 1 Presentation.vtt
3. Machine Learning
1. Section 3 Intro.mp4
1. Section 3 Intro.vtt
10. Evaluating Performance code along.mp4
10. Evaluating Performance code along.vtt
11. Classification.mp4
11. Classification.vtt
12. Classification code along.mp4
12. Classification code along.vtt
13. Overfitting.mp4
13. Overfitting.vtt
14. Cross Validation.mp4
14. Cross Validation.vtt
15. Cross Validation code along.mp4
15. Cross Validation code along.vtt
16. Confusion matrix.mp4
16. Confusion matrix.vtt
17. Confusion Matrix code along.mp4
17. Confusion Matrix code along.vtt
18. Feature Preprocessing code along.mp4
18. Feature Preprocessing code along.vtt
19. Exercise 1 Presentation.mp4
19. Exercise 1 Presentation.vtt
2. Machine Learning Problems.mp4
2. Machine Learning Problems.vtt
20. Exercise 1 solution.mp4
20. Exercise 1 solution.vtt
21. Exercise 2 Presentation.mp4
21. Exercise 2 Presentation.vtt
22. Exercise 2 solution.mp4
22. Exercise 2 solution.vtt
3. Supervised Learning.mp4
3. Supervised Learning.vtt
4. Linear Regression.mp4
4. Linear Regression.vtt
5. Cost Function.mp4
5. Cost Function.vtt
6. Cost Function code along.mp4
6. Cost Function code along.vtt
7. Finding the best model.mp4
7. Finding the best model.vtt
8. Linear Regression code along.mp4
8. Linear Regression code along.vtt
9. Evaluating Performance.mp4
9. Evaluating Performance.vtt
4. Deep Learning Intro
1. Section 4 Intro.mp4
1. Section 4 Intro.vtt
10. Exercise 1 Presentation.mp4
10. Exercise 1 Presentation.vtt
11. Exercise 1 Solution.mp4
11. Exercise 1 Solution.vtt
12. Exercise 2 Presentation.mp4
12. Exercise 2 Presentation.vtt
13. Exercise 2 Solution.mp4
13. Exercise 2 Solution.vtt
14. Exercise 3 Presentation.mp4
14. Exercise 3 Presentation.vtt
15. Exercise 3 Solution.mp4
15. Exercise 3 Solution.vtt
16. Exercise 4 Presentation.mp4
16. Exercise 4 Presentation.vtt
17. Exercise 4 Solution.mp4
17. Exercise 4 Solution.vtt
2. Deep Learning successes.mp4
2. Deep Learning successes.vtt
3. Neural Networks.mp4
3. Neural Networks.vtt
4. Deeper Networks.mp4
4. Deeper Networks.vtt
5. Neural Networks code along.mp4
5. Neural Networks code along.vtt
6. Multiple Outputs.mp4
6. Multiple Outputs.vtt
7. Multiclass classification code along.mp4
7. Multiclass classification code along.vtt
8. Activation Functions.mp4
8. Activation Functions.vtt
9. Feed forward.mp4
9. Feed forward.vtt
5. Gradient Descent
1. Section 5 Intro.mp4
1. Section 5 Intro.vtt
10. Learning Rate code along.mp4
10. Learning Rate code along.vtt
11. Gradient Descent.mp4
11. Gradient Descent.vtt
12. Gradient Descent code along.mp4
12. Gradient Descent code along.vtt
13. EWMA.mp4
13. EWMA.vtt
14. Optimizers.mp4
14. Optimizers.vtt
15. Optimizers code along.mp4
15. Optimizers code along.vtt
16. Initialization code along.mp4
16. Initialization code along.vtt
17. Inner Layers Visualization code along.mp4
17. Inner Layers Visualization code along.vtt
18. Exercise 1 Presentation.mp4
18. Exercise 1 Presentation.vtt
19. Exercise 1 Solution.mp4
19. Exercise 1 Solution.vtt
2. Derivatives and Gradient.mp4
2. Derivatives and Gradient.vtt
20. Exercise 2 Presentation.mp4
20. Exercise 2 Presentation.vtt
21. Exercise 2 Solution.mp4
21. Exercise 2 Solution.vtt
22. Exercise 3 Presentation.mp4
22. Exercise 3 Presentation.vtt
23. Exercise 3 Solution.mp4
23. Exercise 3 Solution.vtt
24. Exercise 4 Presentation.mp4
24. Exercise 4 Presentation.vtt
25. Exercise 4 Solution.mp4
25. Exercise 4 Solution.vtt
26. Tensorboard.mp4
26. Tensorboard.vtt
3. Backpropagation intuition.mp4
3. Backpropagation intuition.vtt
4. Chain Rule.mp4
4. Chain Rule.vtt
5. Derivative Calculation.mp4
5. Derivative Calculation.vtt
6. Fully Connected Backpropagation.mp4
6. Fully Connected Backpropagation.vtt
7. Matrix Notation.mp4
7. Matrix Notation.vtt
8. Numpy Arrays code along.mp4
8. Numpy Arrays code along.vtt
9. Learning Rate.mp4
9. Learning Rate.vtt
6. Convolutional Neural Networks
1. Section 6 Intro.mp4
1. Section 6 Intro.vtt
10. Convolution in 2 D.mp4
10. Convolution in 2 D.vtt
11. Image Filters code along.mp4
11. Image Filters code along.vtt
12. Convolutional Layers.mp4
12. Convolutional Layers.vtt
13. Convolutional Layers code along.mp4
13. Convolutional Layers code along.vtt
14. Pooling Layers.mp4
14. Pooling Layers.vtt
15. Pooling Layers code along.mp4
15. Pooling Layers code along.vtt
16. Convolutional Neural Networks.mp4
16. Convolutional Neural Networks.vtt
17. Convolutional Neural Networks code along.mp4
17. Convolutional Neural Networks code along.vtt
18. Weights in CNNs.mp4
18. Weights in CNNs.vtt
19. Beyond Images.mp4
19. Beyond Images.vtt
2. Features from Pixels.mp4
2. Features from Pixels.vtt
20. Exercise 1 Presentation.mp4
20. Exercise 1 Presentation.vtt
21. Exercise 1 Solution.mp4
21. Exercise 1 Solution.vtt
22. Exercise 2 Presentation.mp4
22. Exercise 2 Presentation.vtt
23. Exercise 2 Solution.mp4
23. Exercise 2 Solution.vtt
3. MNIST Classification.mp4
3. MNIST Classification.vtt
4. MNIST Classification code along.mp4
4. MNIST Classification code along.vtt
5. Beyond Pixels.mp4
5. Beyond Pixels.vtt
6. Images as Tensors.mp4
6. Images as Tensors.vtt
7. Tensor Math code along.mp4
7. Tensor Math code along.vtt
8. Convolution in 1 D.mp4
8. Convolution in 1 D.vtt
9. Convolution in 1 D code along.mp4
9. Convolution in 1 D code along.vtt
7. Cloud GPUs
1. Google Colaboratory GPU notebook setup.html
2. Floyd GPU notebook setup.html
8. Recurrent Neural Networks
1. Section 8 Intro.mp4
1. Section 8 Intro.vtt
10. Exercise 1 Presentation.mp4
10. Exercise 1 Presentation.vtt
11. Exercise 1 Solution.mp4
11. Exercise 1 Solution.vtt
12. Exercise 2 Presentation.mp4
12. Exercise 2 Presentation.vtt
13. Exercise 2 Solution.html
2. Time Series.mp4
2. Time Series.vtt
3. Sequence problems.mp4
3. Sequence problems.vtt
4. Vanilla RNN.mp4
4. Vanilla RNN.vtt
5. LSTM and GRU.mp4
5. LSTM and GRU.vtt
6. Time Series Forecasting code along.mp4
6. Time Series Forecasting code along.vtt
7. Time Series Forecasting with LSTM code along.mp4
7. Time Series Forecasting with LSTM code along.vtt
8. Rolling Windows.mp4
8. Rolling Windows.vtt
9. Rolling Windows code along.mp4
9. Rolling Windows code along.vtt
9. Improving performance
1. Section 9 Intro.mp4
1. Section 9 Intro.vtt
10. Image Generator code along.mp4
10. Image Generator code along.vtt
11. Hyperparameter search.mp4
11. Hyperparameter search.vtt
12. Embeddings.mp4
12. Embeddings.vtt
13. Embeddings code along.mp4
13. Embeddings code along.vtt
14. Movies Reviews Sentiment Analysis code along.mp4
14. Movies Reviews Sentiment Analysis code along.vtt
15. Exercise 1 Presentation.mp4
15. Exercise 1 Presentation.vtt
16. Exercise 1 Solution.html
17. Exercise 2 Presentation.mp4
17. Exercise 2 Presentation.vtt
18. Exercise 2 Solution.html
19. Exercise 3 Presentation.mp4
19. Exercise 3 Presentation.vtt
2. Learning curves.mp4
2. Learning curves.vtt
3. Learning curves code along.mp4
3. Learning curves code along.vtt
4. Batch Normalization.mp4
4. Batch Normalization.vtt
5. Batch Normalization code along.mp4
5. Batch Normalization code along.vtt
6. Dropout.mp4
6. Dropout.vtt
7. Dropout and Regularization code along.mp4
7. Dropout and Regularization code along.vtt
8. Data Augmentation.mp4
8. Data Augmentation.vtt
9. Continuous Learning.mp4
9. Continuous Learning.vtt
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