This repository contains projects of (Fudan University) DATA130003: Introduction to Statistical Learning and Machine Learning
Thanks to Dr. Yanwei Fu, who is the Instructor of this course.
Generally speaking, there are 4 Homeworks & 1 Final Project under this repository:
| Index | Name | Task | Model | Language |
|---|---|---|---|---|
| Project 1 | Regression | Regression | Linear/Non-Linear Regression Regularization |
R |
| Project 2 | Classification | Classification | k-NN Logistic Regression Naive Bayes SVM |
MATLAB |
| Project 3 | Neural Network | Neural Network | Neural Network CNN |
MATLAB |
| Project 4 | Data Exploration | Data Exploration | PCA LLE GMM k-means |
MATLAB |
| Final Project | Identification and Synthesizing of Raphael’s paintings from the forgeries | Classification Neural Style Transfer task |
Geometric tight frame Gabor wavelet ROC curve(AUC) SVM Neural Network Decision-Tree Leave-one-out cross validation VGG network |
python |
- In each project, the requirement, according report and related codes are available, if you want to utilize them, please indicate the source;
- If you have any question, please don't hesitate to contact [email protected] for help