Materials for AIC Introduction to Machine Learning Summer Bootcamp - 1403
Presenter | Slides | Codes | |
---|---|---|---|
Python and Numpy | Mohammadreza Mohammadzadeh Asl | link | Python, Numpy |
Pandas and Matplotlib | Danial Azimi | link | |
Introduction to ML | Amirhossein Izadi | link | |
Linear Regression | Amir Hallaji | link | link |
Polynomial Regression, Normalization, and Evaluation | Parisa Ahmadzadeh Raji | Regression Evaluation, Polynomial Regression | link |
Linear Classification, Probabilistic Perspective, KNN | Amirhossein Izadi | Linear Classification, Probabilistic Perspective, KNN | |
Decision Tree | Amirhossein Izadi | link | |
Ensemble Models, Evaluation Metrics | Amir Hallaji | Ensemble Models, Evaluation Metrics | |
Logistic Regression | Morteza Mahdavi | link | link |