These are the assignments for the machine learning course which I took at National Taiwan University. The class was lectured by professor Hung-yi Lee. Each homework was aimed at implementing one particular machine learning method.
- Homework 1 is to use linear regression to predict PM2.5 value
- Homework 2 is to use logistic regression to make prediction
- Homework 3 is to use semi-supervised learning for training on small dataset
- Homework 4 is to use word-embedding with cosine similarity to classify documents
- Final project is to predict the most likely ads that would be clicked by users