ML_ZJU

Projects for machine learning courses taught by Prof. Deng Cai at Zhejiang Unviersity in 2019 fall.

This project is the assignments of Machine Learning course. Main body of this project is the implementation about various ML algorithms.

Algorithms

This project implements the following ML algorithms:

• Bayes Decision Rules

• Gaussian Discriminant

• Naive Bayes Classification

• Linear Models (Linear Regression & Perceptron &Logistic Regression)

• Ridge Regression

• Regularization & Cross-Validation

• Kmeans

• Knn

• Neural Network

• PCA

• Spectral Clustering

• Decision Tree

Data Preparation

cd ./hw_1
tar -xzf data.tar.gz

Other

AMCS_ZJU: this project also implements some ML algorithm, like Levenberg-Marquardt Optimization, SVM etc.