Materials for AIC Introduction to Machine Learning Summer Bootcamp - 1404
| Topic | Presenter | Slides | Codes |
|---|---|---|---|
| Python and Numpy | Ali Beirami | Python, Numpy | |
| Pandas and Matplotlib | Ali Beirami | Pandas, Matplotlib | |
| Algebra, Statistics and Probability | Amirhossein Yaghtin | link | |
| Linear Regression | Parisa Ahmadzadeh Raji, Amirhossein Yaghtin | link | Code |
| Polynomial Regression | Bardia Kariminia, Amirhossein Yaghtin | link, link | code |
| Linear Classification | Bardia Kariminia | link | |
| KNN | Bardia Kariminia | link | Code |
| DecisionTree | Morteza Mahdavi | link | Code |
| Ensemble Methods Evaluation Metrics |
Morteza Mahdavi | link link |
|
| Logistic Regression | Amirhossein Yaghtin | link | |
| Unsupervized - Kmeans | Amirhossein Izadi | link |