Course Project: Machine Learning

This repository contains projects of (Fudan University) DATA130003: Introduction to Statistical Learning and Machine Learning

Acknowledgement

Thanks to Dr. Yanwei Fu, who is the Instructor of this course.

Introduction

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

Remork

• 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