Statistical-Methods-in-AI

Assignments done for SMAI (Spring 2023)

A1

1. KNN-Classifier and Bag of Words
2. Decision Trees
3. Linear Regression and Regularisation

A2

1. K-Means Clustering and Image Compression
2. Principal Component Analysis and Image Classification
3. Multinomial Naive Bayes
4. Gaussian Naive Bayes

A3

1. SVMs
2. GMMs
3. MLPs
4. CNNs and Autoencoders