Assignments and material for the Machine Learning course at IITD

• Assignment 1
  • Linear Regression for Regression and Classification of Microsuturing images in Numpy
• Assignment 2
  • Support Vector Machines
• Assignment 3
  • Decision Trees from scratch in Numpy and using Sklearn
• Assignment 4
  • CNNs from scratch in NumPy and using PyTorch
• Homework 1
  • Proving results for the out of sample error of linear regression
• Homework 2
  • Proving results for the VC dimension of SVMs