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Update 2024_ML_emasters.md
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vipular committed Feb 23, 2024
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Expand Up @@ -30,14 +30,17 @@ There are no official pre-requisites for the course. But you may brush up your k
| | | 6. Linear Classification: multi-class classification, multi-label classification | |
| 3 | Supervised Learning | 7. Neural Networks for Regression and Classification: weights, non-linearities, loss functions, training | 4 |
| | | 8. Neural Network optimization: gradient descent methods, risk minimization, hyperparameter tuning, regularization, | |
| 4 | Unsupervised learning | 9. Clustering: K-means | 3 |
| | | 10. Distribution learning: Maximum likelihood estimation, Gaussian pdf, Gaussian Mixture Models | |
| | | 11. Dimensionality reduction and visualization: Principle component analysis | |
| 5 | Time series processing | 12. Time series analysis | 2 |
| | | 13. Dynamic time warping | |
| 6 | ML at scale | 14. Parameter tuning | 1 |
| | | 15. Model selection | |
| | | 16. Validation and testing | |
| | | 9. Convolutional NNs and Recurrent NNs | |
| 4 | Unsupervised learning | 10. Clustering: K-means | 3 |
| | | 11. Distribution learning: Maximum likelihood estimation, Gaussian pdf, Gaussian Mixture Models | |
| | | 12. Dimensionality reduction and visualization: Principle component analysis | |
| 5 | Time series processing | 13. Time series analysis | 2 |
| | | 14. Dynamic time warping | |
| 6 | ML at scale | 15. Parameter tuning | 1 |
| | | 16. Model selection | |
| | | 17. Validation and testing | |


## References:

- ["Pattern Recognition and Machine Learning", C.M. Bishop, 2nd Edition, Springer, 2011.](https://www.microsoft.com/en-us/research/uploads/prod/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf)
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