Artificial Intelligence & Machine Learning

My assignment solutions for CS 335 @ IIT Bombay

Assignment 1

Classification using Multi Class Perceptrons & Feature engineering on Kaggle Shapes Dataset

Image classification on CIFAR-10 and MNIST using CNNs

Implementation of Bagging and Adaboost

Implementation of kmeans++ and use of clustering in image compression

Regression on House Price Prediction Dataset

Implementation of Value Iteration to find optimal policy for MDPs. Conversion of solving maze problem to solving MDP

Solving sudoku using DFS and heuristics. Finding shortest path on real maps using A* search

Implementation of Hill Climbing based search algorithm to solve travelling salesman problem.