CAU Machine Learning Course Repository
This is the repository for official Machine Learning Course at Central Asian University.
Out materials based on free and open coursewares, including esteemed Girafe-AI foundation, MIT and Harvard University OpenCourseWare organizations.
| Week | Topic | Assignments | Comments |
|---|---|---|---|
| 01 | Intro, Naive Bayes and kNN. Introduction to modern ML, overview of techniques, technologies. Naive Bayes approach. kNN Algorithm. | ||
| 02 | Linear algebra recap. Linear Regression. Losses and optimization. Linear Classification 1. | ||
| 03 | Linear Classification 2. Logistic regression. | ||
| 04 | Maximum Likelihood Estimation for Logistic regression. Pytorch. | hw_1_knn | Deadline 18th Oct. 23:59 |
| 05 | Decision Trees. Low-level Pytorch. | ||
| 06 | Decision Trees Ensembles. High-level Pytorch |
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