CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-autumn offering

CS 771A: Introduction to Machine Learning, IIT Kanpur, 2019-20-winter offering

IITK CSE 5th semester course materials, lecture notes, assignments, and resources for CS-330, CS-340, CS-345, CS-771, and ESO-201

Contains assignment submissions made for the course CS771 "Introduction to Machine Learning" at IIT-K in 2022-23 I Sem.

CAPTCHAs are popular ways of preventing bots from attempting to log on to systems by extensively searching the password space. In its traditional form, an image is given which contains a few characters (sometimes with some obfuscation thrown in). The challenge is to identify what those characters are and in what order.

CS771: Introduction to Machine Learning, IIT Kanpur, 2022-23-autumn offering - Mini Project

Developed a computer program to automatically solve traditional CAPTCHA challenges by identifying characters in obfuscated images using image processing and machine learning.

Assignments of Intro to ML (CS771) course at IITK

Developed a linear model for a XOR-PUF system. Here the XOR-PUF consists of three PUFs, each with eight multiplexers, and takes an 8-bit challenge as input. The goal is to create a new feature vector from the challenge and use a linear model using gradient descent to predict the PUF's response very accurately.