This repository contains assignments I completed for a machine learning course at UC Berkeley Extension in Winter/Spring 2020. Below is the list of datasets you'll need if you want to run a particular assignment:
Assignment | Data Set Name | Link |
---|---|---|
Decision Trees | Zoo | UCI |
K-Nearest Neighbors | Lending Club Historical Loan Issuance - Q3 2019 | Lending Club |
Linear Regression | Lending Club Historical Loan Issuance - Q4 2019 | Lending Club |
Market Basket Analysis | Instacart Market Basket Analysis | Kaggle |
Neural Networks | Sign Language MNIST | Kaggle |
Random Forests | Phishing Website | Kaggle |
Some models in the Neural Networks assignment require several hours to train.
Click here to view this repository as a website.