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

Assignment 2

Image classification on CIFAR-10 and MNIST using CNNs

Assignment 3

Implementation of Bagging and Adaboost

Assignment 4

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

Assignment 5

Regression on House Price Prediction Dataset

Assignment 6

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

Assignment 7

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

Assignment 8

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