Filename Size 1. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.mp4 105.8 MB 1. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.srt 10.1 KB 1. Welcome! Course introduction/2. What does the course cover.mp4 16.4 MB 1. Welcome! Course introduction/2. What does the course cover.srt 6.2 KB 1. Welcome! Course introduction/3. What does the course cover - Quiz.html 168 B 1. Welcome! Course introduction/4. Download All Resources and Important FAQ.html 720 B 10. Gradient descent and learning rates/1. Stochastic gradient descent.mp4 9.4 MB 10. Gradient descent and learning rates/1. Stochastic gradient descent.srt 4.9 KB 10. Gradient descent and learning rates/2. Gradient descent pitfalls.mp4 4.3 MB 10. Gradient descent and learning rates/2. Gradient descent pitfalls.srt 2.8 KB 10. Gradient descent and learning rates/3. Momentum.mp4 6.1 MB 10. Gradient descent and learning rates/3. Momentum.srt 3.5 KB 10. Gradient descent and learning rates/4. Learning rate schedules.mp4 10.3 MB 10. Gradient descent and learning rates/4. Learning rate schedules.srt 6 KB 10. Gradient descent and learning rates/5. Learning rate schedules. A picture.mp4 3.1 MB 10. Gradient descent and learning rates/5. Learning rate schedules. A picture.srt 2.2 KB 10. Gradient descent and learning rates/6. Adaptive learning rate schedules.mp4 8.9 MB 10. Gradient descent and learning rates/6. Adaptive learning rate schedules.srt 5.2 KB 10. Gradient descent and learning rates/7. Adaptive moment estimation.mp4 7.8 MB 10. Gradient descent and learning rates/7. Adaptive moment estimation.srt 3.3 KB 11. Preprocessing/1. Preprocessing introduction.mp4 8.4 MB 11. Preprocessing/1. Preprocessing introduction.srt 3.9 KB 11. Preprocessing/2. Basic preprocessing.mp4 3.7 MB 11. Preprocessing/2. Basic preprocessing.srt 1.7 KB 11. Preprocessing/3. Standardization.mp4 8.3 MB 11. Preprocessing/3. Standardization.srt 6 KB 11. Preprocessing/4. Dealing with categorical data.mp4 6.1 MB 11. Preprocessing/4. Dealing with categorical data.srt 2.8 KB 11. Preprocessing/5. One-hot and binary encoding.mp4 6.2 MB 11. Preprocessing/5. One-hot and binary encoding.srt 4.8 KB 12. The MNIST example/1. The dataset.mp4 13.4 MB 12. The MNIST example/1. The dataset.srt 3.6 KB 12. The MNIST example/10. Learning.mp4 40.9 MB 12. The MNIST example/10. Learning.srt 7.9 KB 12. The MNIST example/10.1 TensorFlow MNIST - Part 6 with comments.html 150 B 12. The MNIST example/11. MNIST - exercises.html 2 KB 12. The MNIST example/11.1 TensorFlow MNIST - All Exercises.html 144 B 12. The MNIST example/12. MNIST - solutions.html 2.1 KB 12. The MNIST example/12.1 8. TensorFlow MNIST - Exercise 8 Solution.html 165 B 12. The MNIST example/12.10 4. TensorFlow MNIST - Exercise 4 Solution.html 172 B 12. The MNIST example/12.2 9. TensorFlow MNIST - Exercise 9 Solution.html 165 B 12. The MNIST example/12.3 1. TensorFlow MNIST - Exercise 1 Solution.html 150 B 12. The MNIST example/12.4 3. TensorFlow MNIST - Exercise 3 Solution.html 160 B 12. The MNIST example/12.5 7. TensorFlow MNIST - Exercise 7 Solution.html 162 B 12. The MNIST example/12.6 2. TensorFlow MNIST - Exercise 2 Solution.html 150 B 12. The MNIST example/12.7 6. TensorFlow MNIST - Exercise 6 Solution.html 162 B 12. The MNIST example/12.8 10. TensorFlow MNIST - Exercise 10 Solution.html 157 B 12. The MNIST example/12.9 5. TensorFlow MNIST - Exercise 5 Solution.html 172 B 12. The MNIST example/13. Testing the model.mp4 29.5 MB 12. The MNIST example/13. Testing the model.srt 6 KB 12. The MNIST example/13.1 TensorFlow MNIST - Complete Code.html 139 B 12. The MNIST example/13.2 TensorFlow MNIST - Complete Code with Comments.html 153 B 12. The MNIST example/2. How to tackle the MNIST.mp4 18.7 MB 12. The MNIST example/2. How to tackle the MNIST.srt 3.5 KB 12. The MNIST example/3. Importing the relevant packages and load the data.mp4 16.3 MB 12. The MNIST example/3. Importing the relevant packages and load the data.srt 3.1 KB 12. The MNIST example/3.1 TensorFlow MNIST - Part 1 with comments.html 150 B 12. The MNIST example/4. Preprocess the data - create a validation dataset and scale the data.mp4 29.1 MB 12. The MNIST example/4. Preprocess the data - create a validation dataset and scale the data.srt 6.3 KB 12. The MNIST example/5. Preprocess the data - scale the test data.html 81 B 12. The MNIST example/5.1 TensorFlow MNIST - Part 2 with comments.html 150 B 12. The MNIST example/6. Preprocess the data - shuffle and batch the data.mp4 41.5 MB 12. The MNIST example/6. Preprocess the data - shuffle and batch the data.srt 9.3 KB 12. The MNIST example/7. Preprocess the data - shuffle and batch the data.html 81 B 12. The MNIST example/7.1 TensorFlow MNIST - Part 3 with comments.html 150 B 12. The MNIST example/8. Outline the model.mp4 28.2 MB 12. The MNIST example/8. Outline the model.srt 7.2 KB 12. The MNIST example/8.1 TensorFlow MNIST - Part 4 with comments.html 150 B 12. The MNIST example/9. Select the loss and the optimizer.mp4 13.9 MB 12. The MNIST example/9. Select the loss and the optimizer.srt 3 KB 12. The MNIST example/9.1 TensorFlow MNIST - Part 5 with comments.html 150 B 13. Business case/1. Exploring the dataset and identifying predictors.mp4 66.3 MB 13. Business case/1. Exploring the dataset and identifying predictors.srt 10.7 KB 13. Business case/1.1 Audiobooks_data.csv 625.2 KB 13. Business case/10. Setting an early stopping mechanism - Exercise.html 191 B 13. Business case/11. Testing the model.mp4 10.8 MB 13. Business case/11. Testing the model.srt 2 KB 13. Business case/11.1 TensorFlow Business Case - Machine Learning Complete Code with Comments.html 166 B 13. Business case/12. Final exercise.html 445 B 13. Business case/12.1 TensorFlow Business Case - Machine Learning Complete Code with Comments.html 166 B 13. Business case/2. Outlining the business case solution.mp4 7.3 MB 13. Business case/2. Outlining the business case solution.srt 2 KB 13. Business case/3. Balancing the dataset.mp4 30.4 MB 13. Business case/3. Balancing the dataset.srt 4.5 KB 13. Business case/4. Preprocessing the data.mp4 84.3 MB 13. Business case/4. Preprocessing the data.srt 12.3 KB 13. Business case/4.1 TensorFlow Business Case - Preprocessing with Comments.html 163 B 13. Business case/4.2 Audiobooks_data.csv 625.2 KB 13. Business case/4.3 TensorFlow Business Case - Preprocessing.html 149 B 13. Business case/5. Preprocessing exercise.html 404 B 13. Business case/5.1 TensorFlow Business Case - Preprocessing Exercise Solution.html 167 B 13. Business case/5.2 Audiobooks_data.csv 625.2 KB 13. Business case/5.3 TensorFlow Business Case - Preprocessing Exercise.html 158 B 13. Business case/6. Load the preprocessed data.mp4 17.6 MB 13. Business case/6. Load the preprocessed data.srt 4.7 KB 13. Business case/7. Load the preprocessed data - Exercise.html 79 B