Course assignments of COL774 :- Machine Learning course at IIT Delhi under Professor Rahul Garg
- Assignment 1:- Regression
- Predictions using Linear and Logistic regression for hospital price dataset
- Assignment 2:- Neural Networks
- Vanilla neural networks and CNN implementation for handwritten language classification
- Assignment 3:- High Confidence Predictions for CIFAR100
- High Confidence prodictions for CIFAR100 dataset using stochastic depth resnet-18 model and optimal threshold calculation using skewness factor
- Assignment 4:- Naive Bayes
- Naive bayes implementation for LIAR dataset prediction
- Assignment 5:- SVM and Decision Trees
- SVM implementation using cvxpy python library
- Oblique decision trees implementation for credit card fraud detection