CSE471 : Statistical Methods in AI

Course offered at IIIT Hyderabad during the Monsoon - 18 semester.

Assignments

mini-project-1: PCA and Eigen Faces, Multiclass classification using Naive Bayes and Logistic Regression
mini-project-2: CIFAR-10 Image Classification

Homework problems

hw-4: Weighted MSE
hw-5: Gradient descent and its convergence properties
hw-6: Bayesian decision theory
hw-7: Perceptron algorithm
hw-8: Logistic regression, Bayes classifier
hw-9: Logistic regression, Multiclass classification
hw-10: Principal Component Analysis
hw-13: Support vector machines
hw-14: Support vector machines
hw-15: Kernels
hw-16: LDA, and Perceptron neuron
hw-17: Multilayer perceptrons
hw-18: Multilayer perceptron training
hw-19: Decision trees