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