Filename Size 01. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.mp4 105.8 MB 01. Welcome! Course introduction/1. Meet your instructors and why you should study machine learning.vtt 8.8 KB 01. Welcome! Course introduction/2. What does the course cover.mp4 16.4 MB 01. Welcome! Course introduction/2. What does the course cover.vtt 5.5 KB 01. Welcome! Course introduction/3. What does the course cover - Quiz.html 161 B 02. Introduction to neural networks/1. Introduction to neural networks.mp4 13.6 MB 02. Introduction to neural networks/1. Introduction to neural networks.vtt 5.2 KB 02. Introduction to neural networks/1.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/10. The linear model. Multiple inputs.mp4 7.5 MB 02. Introduction to neural networks/10. The linear model. Multiple inputs.vtt 2.7 KB 02. Introduction to neural networks/10.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/11. The linear model. Multiple inputs - Quiz.html 161 B 02. Introduction to neural networks/12. The linear model. Multiple inputs and multiple outputs.mp4 38.3 MB 02. Introduction to neural networks/12. The linear model. Multiple inputs and multiple outputs.vtt 4.8 KB 02. Introduction to neural networks/12.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/13. The linear model. Multiple inputs and multiple outputs - Quiz.html 161 B 02. Introduction to neural networks/14. Graphical representation.mp4 6.4 MB 02. Introduction to neural networks/14. Graphical representation.vtt 2.3 KB 02. Introduction to neural networks/14.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/15. Graphical representation - Quiz.html 161 B 02. Introduction to neural networks/16. The objective function.mp4 5.7 MB 02. Introduction to neural networks/16. The objective function.vtt 1.8 KB 02. Introduction to neural networks/16.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/17. The objective function - Quiz.html 161 B 02. Introduction to neural networks/18. L2-norm loss.mp4 7.3 MB 02. Introduction to neural networks/18. L2-norm loss.vtt 2.5 KB 02. Introduction to neural networks/18.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/19. L2-norm loss - Quiz.html 161 B 02. Introduction to neural networks/2. Introduction to neural networks - Quiz.html 161 B 02. Introduction to neural networks/20. Cross-entropy loss.mp4 11.4 MB 02. Introduction to neural networks/20. Cross-entropy loss.vtt 4.6 KB 02. Introduction to neural networks/20.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/21. Cross-entropy loss - Quiz.html 161 B 02. Introduction to neural networks/22. One parameter gradient descent.mp4 17.8 MB 02. Introduction to neural networks/22. One parameter gradient descent.vtt 7.4 KB 02. Introduction to neural networks/22.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/22.2 GD-function-example.xlsx.xlsx 42.3 KB 02. Introduction to neural networks/23. One parameter gradient descent - Quiz.html 161 B 02. Introduction to neural networks/24. N-parameter gradient descent.mp4 39.4 MB 02. Introduction to neural networks/24. N-parameter gradient descent.vtt 6.6 KB 02. Introduction to neural networks/24.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/25. N-parameter gradient descent - Quiz.html 161 B 02. Introduction to neural networks/3. Training the model.mp4 8.8 MB 02. Introduction to neural networks/3. Training the model.vtt 3.8 KB 02. Introduction to neural networks/3.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/4. Training the model - Quiz.html 161 B 02. Introduction to neural networks/5. Types of machine learning.mp4 12.2 MB 02. Introduction to neural networks/5. Types of machine learning.vtt 4.6 KB 02. Introduction to neural networks/5.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/6. Types of machine learning - Quiz.html 161 B 02. Introduction to neural networks/7. The linear model.mp4 9.1 MB 02. Introduction to neural networks/7. The linear model.vtt 3.5 KB 02. Introduction to neural networks/7.1 Course Notes - Section 2.pdf.pdf 927.7 KB 02. Introduction to neural networks/8. The linear model - Quiz.html 161 B 02. Introduction to neural networks/9. Need Help with Linear Algebra.html 829 B 03. Setting up the working environment/1. Setting up the environment - An introduction - Do not skip, please!.mp4 7.2 MB 03. Setting up the working environment/1. Setting up the environment - An introduction - Do not skip, please!.vtt 1.2 KB 03. Setting up the working environment/10. Installing packages - exercise.html 227 B 03. Setting up the working environment/11. Installing packages - solution.html 339 B 03. Setting up the working environment/2. Why Python and why Jupyter.mp4 41 MB 03. Setting up the working environment/2. Why Python and why Jupyter.vtt 5.6 KB 03. Setting up the working environment/3. Why Python and why Jupyter - Quiz.html 161 B 03. Setting up the working environment/4. Installing Anaconda.mp4 34.9 MB 03. Setting up the working environment/4. Installing Anaconda.vtt 4 KB 03. Setting up the working environment/5. The Jupyter dashboard - part 1.mp4 9.5 MB 03. Setting up the working environment/5. The Jupyter dashboard - part 1.vtt 2.8 KB 03. Setting up the working environment/6. The Jupyter dashboard - part 2.mp4 21.1 MB 03. Setting up the working environment/6. The Jupyter dashboard - part 2.vtt 6 KB 03. Setting up the working environment/7. Jupyter Shortcuts.html 332 B 03. Setting up the working environment/7.1 Shortcuts for Jupyter.pdf.pdf 619.2 KB 03. Setting up the working environment/8. The Jupyter dashboard - Quiz.html 161 B 03. Setting up the working environment/9. Installing TensorFlow 2.mp4 42.9 MB 03. Setting up the working environment/9. Installing TensorFlow 2.vtt 6.1 KB 04. Minimal example - your first machine learning algorithm/1. Minimal example - part 1.mp4 6.5 MB 04. Minimal example - your first machine learning algorithm/1. Minimal example - part 1.vtt 3.9 KB 04. Minimal example - your first machine learning algorithm/1.1 Minimal example Part 1.html 136 B 04. Minimal example - your first machine learning algorithm/2. Minimal example - part 2.mp4 10.7 MB 04. Minimal example - your first machine learning algorithm/2. Minimal example - part 2.vtt 5.9 KB 04. Minimal example - your first machine learning algorithm/2.1 Minimal example - part 2.html 136 B 04. Minimal example - your first machine learning algorithm/3. Minimal example - part 3.mp4 9.8 MB 04. Minimal example - your first machine learning algorithm/3. Minimal example - part 3.vtt 3.9 KB 04. Minimal example - your first machine learning algorithm/3.1 Minimal example - part 3.html 136 B 04. Minimal example - your first machine learning algorithm/4. Minimal example - part 4.mp4 20.8 MB 04. Minimal example - your first machine learning algorithm/4. Minimal example - part 4.vtt 9.5 KB 04. Minimal example - your first machine learning algorithm/4.1 Minimal example - part 4.html 145 B 04. Minimal example - your first machine learning algorithm/5. Minimal example - Exercises.html 1.6 KB 04. Minimal example - your first machine learning algorithm/5.1 Minimal_example_All_Exercises.html 143 B 04. Minimal example - your first machine learning algorithm/5.10 Minimal_example_Exercise_3.c. Solution.html 154 B 04. Minimal example - your first machine learning algorithm/5.2 Minimal_example_Exercise_1_Solution.html 149 B 04. Minimal example - your first machine learning algorithm/5.3 Minimal_example_Exercise_5_Solution.html 149 B 04. Minimal example - your first machine learning algorithm/5.4 Minimal_example_Exercise_2_Solution.html 149 B 04. Minimal example - your first machine learning algorithm/5.5 Minimal_example_Exercise_4_Solution.html 149 B 04. Minimal example - your first machine learning algorithm/5.6 Minimal_example_Exercise_6_Solution.html 149 B 04. Minimal example - your first machine learning algorithm/5.7 Minimal_example_Exercise_3.d. Solution.html 154 B 04. Minimal example - your first machine learning algorithm/5.8 Minimal_example_Exercise_3.b. Solution.html 154 B 04. Minimal example - your first machine learning algorithm/5.9 Minimal_example_Exercise_3.a. Solution.html 154 B 05. TensorFlow - An introduction/1. TensorFlow outline.mp4 38.3 MB 14. Appendix Linear Algebra Fundamentals/11. Why is Linear Algebra Useful.mp4 144.3 MB