ELL409: Machine Intelligence and Learning

1. MNIST Neural Network

Built multiclass neural network classifier from scratch using NumPy to classify images as corresponding digit on MNIST database

2. Linear and Logistic Regression

Implemented Bayesian Linear and Multinomial Logistic Regression without any external libraries on house prediction dataset

3. Support Vector Regression

Implemented Support Vector Regression (SVR) using PEGASOS for solving primal function on the house prediction dataset