CSCI 4962 Projects in ML and AI

RPI CSCI 4962 Projects in ML and AI Homeworks
Author: Fengwei Liu
RIN: 661975428
RCSID: liuf7
E-mail: [email protected]

HW 1: Logistic Regression, Vanilla GD/SGD/CrossEntropyLoss Implementation, Optimizer

HW 2: Decision Tree, Bagging, Boosting

HW 3: Neural Network, Image Classification(MNIST)

HW 4: Time Series, RNN, LSTM, GRU, Stock Price Prediction

HW 5: CNN, ResNet, Image Classification(Cifar10), Variational Autoencoder, GAN

HW 6: Reinforcement Learning, Q-learning (ONLY some discussions)

Final Project: Proctor exams using AI