Filename | Size |
| 1. Introduction/1. Introduction.mp4 | 3.5 MB |
| 1. Introduction/1. Introduction.vtt | 2.4 KB |
| 1. Introduction/2. Introduction to machine learning.mp4 | 8.1 MB |
| 1. Introduction/2. Introduction to machine learning.vtt | 6.3 KB |
| 10. Boosting/1. Boosting introduction - basics.mp4 | 8.4 MB |
| 10. Boosting/1. Boosting introduction - basics.vtt | 4.9 KB |
| 10. Boosting/2. Boosting introduction - illustration.mp4 | 8.2 MB |
| 10. Boosting/2. Boosting introduction - illustration.vtt | 6.3 KB |
| 10. Boosting/3. Boosting introduction - equations.mp4 | 13.7 MB |
| 10. Boosting/3. Boosting introduction - equations.vtt | 7.8 KB |
| 10. Boosting/4. Boosting introduction - final formula.mp4 | 13 MB |
| 10. Boosting/4. Boosting introduction - final formula.vtt | 9 KB |
| 10. Boosting/5. Boosting implementation I - iris dataset.mp4 | 12.3 MB |
| 10. Boosting/5. Boosting implementation I - iris dataset.vtt | 6.3 KB |
| 10. Boosting/6. Boosting implementation II -tuning.mp4 | 10.4 MB |
| 10. Boosting/6. Boosting implementation II -tuning.vtt | 5.2 KB |
| 10. Boosting/7. Boosting vs. bagging.mp4 | 5.2 MB |
| 10. Boosting/7. Boosting vs. bagging.vtt | 3.5 KB |
| 11. Clustering/1. Principal component anlysis introduction.mp4 | 8.6 MB |
| 11. Clustering/1. Principal component anlysis introduction.vtt | 4.2 KB |
| 11. Clustering/10. Hierarchical clustering example.mp4 | 12 MB |
| 11. Clustering/10. Hierarchical clustering example.vtt | 6.2 KB |
| 11. Clustering/2. Principal component analysis example.mp4 | 14 MB |
| 11. Clustering/2. Principal component analysis example.vtt | 6.5 KB |
| 11. Clustering/3. K-means clustering introduction I.mp4 | 13.7 MB |
| 11. Clustering/3. K-means clustering introduction I.vtt | 6.9 KB |
| 11. Clustering/4. K-means clustering introduction II.mp4 | 9.5 MB |
| 11. Clustering/4. K-means clustering introduction II.vtt | 4.5 KB |
| 11. Clustering/5. K-means clustering example.mp4 | 9.4 MB |
| 11. Clustering/5. K-means clustering example.vtt | 5.4 KB |
| 11. Clustering/6. K-means clustering - text clustering.mp4 | 18.9 MB |
| 11. Clustering/6. K-means clustering - text clustering.vtt | 7.7 KB |
| 11. Clustering/7. DBSCAN introduction.mp4 | 11.1 MB |
| 11. Clustering/7. DBSCAN introduction.vtt | 5.4 KB |
| 11. Clustering/8. DBSCAN example.mp4 | 7.9 MB |
| 11. Clustering/8. DBSCAN example.vtt | 5 KB |
| 11. Clustering/9. Hierarchical clustering introduction.mp4 | 13.7 MB |
| 11. Clustering/9. Hierarchical clustering introduction.vtt | 7 KB |
| 12. Neural Networks/1. ---- NEURAL NETWORKS INTRODUCTION ----.html | 35 B |
| 12. Neural Networks/10. ---- BACKPROPAGATION ----.html | 42 B |
| 12. Neural Networks/11. Feedforward neural networks.mp4 | 18.4 MB |
| 12. Neural Networks/11. Feedforward neural networks.vtt | 8.9 KB |
| 12. Neural Networks/12. Optimization - cost function.mp4 | 25.9 MB |
| 12. Neural Networks/12. Optimization - cost function.vtt | 11.9 KB |
| 12. Neural Networks/13. Simplified feedforward network.mp4 | 19.4 MB |
| 12. Neural Networks/13. Simplified feedforward network.vtt | 9 KB |
| 12. Neural Networks/14. Feedforward neural network topology.mp4 | 14.7 MB |
| 12. Neural Networks/14. Feedforward neural network topology.vtt | 6.6 KB |
| 12. Neural Networks/15. The learning algorithm.mp4 | 13.3 MB |
| 12. Neural Networks/15. The learning algorithm.vtt | 6 KB |
| 12. Neural Networks/16. Error calculation.mp4 | 13.7 MB |
| 12. Neural Networks/16. Error calculation.vtt | 6.5 KB |
| 12. Neural Networks/17. Gradient calculation I - output layer.mp4 | 20.3 MB |
| 12. Neural Networks/17. Gradient calculation I - output layer.vtt | 9.3 KB |
| 12. Neural Networks/18. Gradient calculation II - hidden layer.mp4 | 9.2 MB |
| 12. Neural Networks/18. Gradient calculation II - hidden layer.vtt | 4.1 KB |
| 12. Neural Networks/19. Backpropagation.mp4 | 12.7 MB |
| 12. Neural Networks/19. Backpropagation.vtt | 5.7 KB |
| 12. Neural Networks/2. Axons and neurons in the human brain.mp4 | 19.2 MB |
| 12. Neural Networks/2. Axons and neurons in the human brain.vtt | 9.4 KB |
| 12. Neural Networks/20. Backpropagation II.mp4 | 4.7 MB |
| 12. Neural Networks/20. Backpropagation II.vtt | 2 KB |
| 12. Neural Networks/21. Applications of neural networks I - character recognition.mp4 | 8.8 MB |
| 12. Neural Networks/21. Applications of neural networks I - character recognition.vtt | 4.4 KB |
| 12. Neural Networks/22. Applications of neural networks II - stock market forecast.mp4 | 9.5 MB |
| 12. Neural Networks/22. Applications of neural networks II - stock market forecast.vtt | 4.7 KB |
| 12. Neural Networks/23. Deep learning.mp4 | 9.5 MB |
| 12. Neural Networks/23. Deep learning.vtt | 4.6 KB |
| 12. Neural Networks/24. ----- IMPLEMENTATION -----.html | 53 B |
| 12. Neural Networks/25. Building networks.mp4 | 12.8 MB |
| 12. Neural Networks/25. Building networks.vtt | 6.5 KB |
| 12. Neural Networks/26. Building networks II.mp4 | 12 MB |
| 12. Neural Networks/26. Building networks II.vtt | 5.9 KB |
| 12. Neural Networks/27. Handling datasets.mp4 | 6.2 MB |
| 12. Neural Networks/27. Handling datasets.vtt | 3.1 KB |
| 12. Neural Networks/28. Neural network example I - XOR problem.mp4 | 17.6 MB |
| 12. Neural Networks/28. Neural network example I - XOR problem.vtt | 7.8 KB |
| 12. Neural Networks/29. Neural network example II - iris dataset.mp4 | 35.6 MB |
| 12. Neural Networks/29. Neural network example II - iris dataset.vtt | 8.1 KB |
| 12. Neural Networks/3. Modeling human brain.mp4 | 16.2 MB |
| 12. Neural Networks/3. Modeling human brain.vtt | 8.3 KB |
| 12. Neural Networks/4. Learning paradigms.mp4 | 6.5 MB |
| 12. Neural Networks/4. Learning paradigms.vtt | 3 KB |
| 12. Neural Networks/5. Artificial neurons - the model.mp4 | 16.5 MB |
| 12. Neural Networks/5. Artificial neurons - the model.vtt | 7.4 KB |
| 12. Neural Networks/6. Artificial neurons - activation functions.mp4 | 14.2 MB |
| 12. Neural Networks/6. Artificial neurons - activation functions.vtt | 6.6 KB |
| 12. Neural Networks/7. Artificial neurons - an example.mp4 | 11.4 MB |
| 12. Neural Networks/7. Artificial neurons - an example.vtt | 4.8 KB |
| 12. Neural Networks/8. Neural networks - the big picture.mp4 | 10.8 MB |
| 12. Neural Networks/8. Neural networks - the big picture.vtt | 4.8 KB |
| 12. Neural Networks/9. Applications of neural networks.mp4 | 5.2 MB |
| 12. Neural Networks/9. Applications of neural networks.vtt | 2.4 KB |
| 13. Machine Learning in Finance/1. Stock market basics.mp4 | 5.6 MB |
| 13. Machine Learning in Finance/1. Stock market basics.vtt | 3.5 KB |
| 13. Machine Learning in Finance/2. Fetching data from Yahoo Finance.mp4 | 8 MB |