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Compilation of my work

A compilation of most of my significant work.

Research

Teaching

I have been a teaching assistant at UCLA for:

Artificial Intelligence

NLP

Reinforcement Learning

  • RL From scratch - This is where I write RL related stuff from scratch in python like QLearning, SARSA, TD-lambda etc.
  • DQN-Atari - DQN based agent for Atari games because what's the point of doing RL if you don't try to play atari with it.
  • Food waste prevention using RL - Multi-Agent RL for dynamic pricing of food to save wastage while maximizing profit.
  • Cache Replacement RL Environment - Reinforcement Learning environment for Cache Replacement in operating systems.
  • Job Scheduling RL Environment - Reinforcement Learning environment for Job Scheduling in operating systems.

Computer Vision

  • Image Segmentation Test Bench - A collection of various models, archtectures and augmentations for Image Segmentation
  • Modular GANs - A modular Test bench for my GAN related experiments.
  • Deep Learning Otae Detector - An end-to-end system to detect anime character in images using Deep learning. With an easy to use, self made web API and frontend.

Time Series

Misc

Utility Software

  • PromptOptimizer: Minimize LLM token complexity to save API costs and model computations.
  • yTermPlayer - Stream youtube playlists as audio on linux terminal. More than 10k downloads from pypi.
  • DTUResults - An online portal to compute result analytics with visual data for students of Delhi Technological University.
  • Dataset scraper - Tool to create image datasets for machine learning problems by scraping search engines like Google, Bing and Baidu.
  • My Crypto Portfolio : Alexa skill - Alex skill for cryptocurrency portfolio management.

Web Development

  • YoutubeQNA: Enter a YouTube video URL (with subtitles) to generate relevant questions and answers/summary.
  • Personal website - A simple console-based personal website (not updated).
  • Web-Console - A simple Information Console for personal websites. Can be used for personal portfolio/resume websites. Live example: https://timetraveller-san.github.io/
  • Whatsapp.moe - whatsapp.moe is a google chrome extensions and a mozilla firefox add-on to make whatsapp cute
  • ML frontend template - A simple ML frontend template to receive ML features from an HTML form and pass it onto the flask API to fetch the result

Academic

About

Compilation of all my code

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