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ai-ml-notes

Originally written short notes for various AI/ML topics.

ajd12342

bulls-eye

Bulls Eye game solver.

cell-segmentation-unet

Course Project for Medical Image Computing(CS 736), Spring 2019, IIT Bombay. Cell Segmentation using U-Net. PyTorch implementation.

cs215-submissions

Submissions made for course CS215 at IIT Bombay. This contains some nice work on Data Analysis and Probability Theory, like PCA, Bayesian estimation etc.

cs251-battleship

Course Project for Software Systems Lab(CS251), Autumn 2018, IIT Bombay. Battleship Game( https://en.wikipedia.org/wiki/Battleship_(puzzle) ) was implemented using Django and django-channels for the backend and React, HTML, and JS for the frontend.

cse-website

Code for my website at www.cse.iitb.ac.in/~anujdiwan .

deep-learning-assignments

A few deep learning assignments from various topics done as part of online deep learning courses(MOOCs).

django-tutorial

A polls web app that uses Django for the backend. It allows users to vote on questions and allows the administrator to add questions and choices using an admin interface.

ee112-stopwatch

Stopwatch made from scratch using only basic ICs(counters, LED decoders and flipflops), 1 Hz clock self-designed and built using a 555 timer, implemented on a breadboard.

enigma-machine

Course Project for Programming Abstractions and Paradigms(CS154), Spring 2019, IIT Bombay. Implemented a modern version of the World War II Enigma Machine in Racket, a variant of Scheme. The machine has encrypt, decrypt, and crack mode.

exploring-reinforcement-learning

Course Project for Artificial Intelligence and Machine Learning(CS337), Autumn 2019, IIT Bombay. Performed a comparative analysis of different reinforcement learning algorithms for Breakout and Pong, two classic Atari games.

github-android

Course Assignment for Software Systems Lab, CS251, IIT Bombay. A GitHub Android client that uses the GitHub API to search for users given a username query and upon clicking on a username, displays the name, company, location and all the repositories neatly in a list with repository name, age and description.

group-theory-sos

Summer reading project on basics of group theory.

hmni

📛 Fuzzy Name Matching with Machine Learning

inflection-pytorch

Pytorch implementation of https://arxiv.org/pdf/1908.05838.pdf along with a user-friendly web demo and some new experiments.

instrumental-music-translation

Course Project for Automatic Speech Recognition(CS 753), Autumn 2019, CSE, IIT Bombay. Implemented music translation from one instrument to another using two approaches, a WaveNet autoencoder heavily based on a Facebook AI research paper and codebase and the other using different LSTM encoder-decoder based architectures.

kneser-ney

Kneser-Ney implementation in Python

markdown-cheatsheet

Cheatsheet I found at https://github.com/adam-p/markdown-here/wiki/Markdown-Cheatsheet#code

ocr-itsp-2018

Optical character recognition using the EMNIST dataset and self-designed image segmentation and processing algorithms. Capable of recognizing text from a relatively clean image of a document.

phoneme-translit

A rule-based algorithm to transliterate English to Indian languages via an intermediate phonemic stage.

pop3-email-networking

Course Assignment for CS224, Computer Networks, Spring 2019, IIT Bombay.Email service based on a simplified POP3 protocol is implemented. Both server side and client side applications are provided and multiple clients are supported.

profiling-transformers

Code for 'When to Use Efficient Self Attention? Profiling Text, Speech and Image Transformer Variants', ACL 2023

react-tutorial

A simple tic-tac-toe game implemented using React.js for the client-side and the inbuilt React development server for the (local) server-side. The game also allows you to jump to any previous moves and play from there('time travel').

textless-s2st

Code for 'Unit-based Speech-to-Speech Translation Without Parallel Data'

vanilla-weather-bot

A simple chatbot that tells you current weather and weather forecasts using the Yahoo Weather API and Node JS. The chatbot is deployed on Facebook Messenger using Heroku.(earlier using ngrok for localhost)

vanilla-weather-bot-terminal

A simple chatbot that tells you current weather and weather forecasts using the Yahoo Weather API and Node JS. Interaction happens on the terminal.

vhdl-packet-classifier

Course Project for Digital Logic Design (CS 226), Spring 2019, IIT Bombay. Packet classifier submodule of a router implemented in VHDL and simulated in ISim using Xilinx ISE. The module supports simultaneous input and output of packets and forwards/stores packets by parsing the header for opcode and path pointer.

why-winoground-hard

Code for 'Why is Winoground Hard? Investigating Failures in Visuolinguistic Compositionality', EMNLP 2022

yugabyte-db

YugabyteDB - the cloud native distributed SQL database for mission-critical applications.