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| 9. [Python] - Tuples and the Pitfalls of Optimisation (Part 2).mp4 | 219.0 MiB | 2024-Jul-11 09:21 |
| 9. [Python] - Tuples and the Pitfalls of Optimisation (Part 2).srt | 33.5 KiB | 2024-Jul-11 09:21 |
| 8. [Python] - Advanced Functions and the Pitfalls of Optimisation (Part 1).mp4 | 291.3 MiB | 2024-Jul-11 09:21 |
| 8. [Python] - Advanced Functions and the Pitfalls of Optimisation (Part 1).srt | 43.0 KiB | 2024-Jul-11 09:21 |
| 6. [Python] - Loops and the Gradient Descent Algorithm.mp4 | 287.5 MiB | 2024-Jul-11 09:21 |
| 6. [Python] - Loops and the Gradient Descent Algorithm.srt | 44.0 KiB | 2024-Jul-11 09:21 |
| 7. Python Loops Coding Exercise.html | 156 B | 2024-Jul-11 09:21 |
| 5. Understanding the Power Rule & Creating Charts with Subplots.mp4 | 90.2 MiB | 2024-Jul-11 09:21 |
| 5. Understanding the Power Rule & Creating Charts with Subplots.srt | 18.1 KiB | 2024-Jul-11 09:21 |
| 4. LaTeX Markdown and Generating Data with Numpy.mp4 | 90.5 MiB | 2024-Jul-11 09:21 |
| 4. LaTeX Markdown and Generating Data with Numpy.srt | 17.3 KiB | 2024-Jul-11 09:21 |
| 3. Introduction to Cost Functions.mp4 | 66.2 MiB | 2024-Jul-11 09:21 |
| 3. Introduction to Cost Functions.srt | 9.5 KiB | 2024-Jul-11 09:21 |
| 23. Visualising the Optimisation on a 3D Surface.mp4 | 74.8 MiB | 2024-Jul-11 09:21 |
| 23. Visualising the Optimisation on a 3D Surface.srt | 10.7 KiB | 2024-Jul-11 09:21 |
| 24. Download the Complete Notebook Here.html | 242 B | 2024-Jul-11 09:21 |
| 24.1 03 Gradient Descent.ipynb.zip | 1.1 MiB | 2024-Jul-11 09:21 |
| 25. Any Feedback on this Section.html | 520 B | 2024-Jul-11 09:21 |
| 22. Running Gradient Descent with a MSE Cost Function.mp4 | 111.2 MiB | 2024-Jul-11 09:21 |
| 22. Running Gradient Descent with a MSE Cost Function.srt | 22.3 KiB | 2024-Jul-11 09:21 |
| 21. Plotting the Mean Squared Error (MSE) on a Surface (Part 2).mp4 | 124.9 MiB | 2024-Jul-11 09:21 |
| 21. Plotting the Mean Squared Error (MSE) on a Surface (Part 2).srt | 17.4 KiB | 2024-Jul-11 09:21 |
| 20. Understanding Nested Loops and Plotting the MSE Function (Part 1).mp4 | 73.2 MiB | 2024-Jul-11 09:21 |
| 20. Understanding Nested Loops and Plotting the MSE Function (Part 1).srt | 13.9 KiB | 2024-Jul-11 09:21 |
| 19. Implementing a MSE Cost Function.mp4 | 81.1 MiB | 2024-Jul-11 09:21 |
| 19. Implementing a MSE Cost Function.srt | 13.6 KiB | 2024-Jul-11 09:21 |
| 2. How a Machine Learns.mp4 | 22.8 MiB | 2024-Jul-11 09:21 |
| 2. How a Machine Learns.srt | 7.2 KiB | 2024-Jul-11 09:21 |
| 18. Transposing and Reshaping Arrays.mp4 | 86.9 MiB | 2024-Jul-11 09:21 |
| 18. Transposing and Reshaping Arrays.srt | 13.5 KiB | 2024-Jul-11 09:21 |
| 17. Introduction to the Mean Squared Error (MSE).mp4 | 64.6 MiB | 2024-Jul-11 09:21 |
| 17. Introduction to the Mean Squared Error (MSE).srt | 12.6 KiB | 2024-Jul-11 09:21 |
| 16. Concatenating Numpy Arrays.mp4 | 71.3 MiB | 2024-Jul-11 09:21 |
| 16. Concatenating Numpy Arrays.srt | 8.9 KiB | 2024-Jul-11 09:21 |
| 15. Reshaping and Slicing N-Dimensional Arrays.mp4 | 140.8 MiB | 2024-Jul-11 09:21 |
| 15. Reshaping and Slicing N-Dimensional Arrays.srt | 23.0 KiB | 2024-Jul-11 09:21 |
| 14. [Python] - Loops and Performance Considerations.mp4 | 131.1 MiB | 2024-Jul-11 09:21 |
| 14. [Python] - Loops and Performance Considerations.srt | 18.1 KiB | 2024-Jul-11 09:21 |
| 13. Implementing Batch Gradient Descent with SymPy.mp4 | 86.8 MiB | 2024-Jul-11 09:21 |
| 13. Implementing Batch Gradient Descent with SymPy.srt | 12.9 KiB | 2024-Jul-11 09:21 |
| 12. Understanding Partial Derivatives and How to use SymPy.mp4 | 132.8 MiB | 2024-Jul-11 09:21 |
| 12. Understanding Partial Derivatives and How to use SymPy.srt | 20.2 KiB | 2024-Jul-11 09:21 |
| 11. How to Create 3-Dimensional Charts.mp4 | 193.5 MiB | 2024-Jul-11 09:21 |
| 11. How to Create 3-Dimensional Charts.srt | 26.1 KiB | 2024-Jul-11 09:21 |
| 10. Understanding the Learning Rate.mp4 | 236.6 MiB | 2024-Jul-11 09:21 |
| 10. Understanding the Learning Rate.srt | 37.7 KiB | 2024-Jul-11 09:21 |
| 1. What's Coming Up.mp4 | 20.9 MiB | 2024-Jul-11 09:21 |
| 1. What's Coming Up.srt | 3.8 KiB | 2024-Jul-11 09:21 |
| 1.1 Course Resources.html | 122 B | 2024-Jul-11 09:21 |