A compilation of most of my significant work.

• Controlled Language Generation - Full paper on Plug-n-Play Controlled Language Generation submitted at ACL 2023. First Authored work at Amazon Alexa.
• Course research project for CS249 - Bayes Optimal Neural Network Pruning using Relational Graph Properties.
• RAN-Debias - Code for the paper "Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings". Published in the Transactions of the Association for Computational Linguistics (TACL), Volume 8, 2020 p.486-503.
• Fair Embedding Engine - Code for paper "Fair Embedding Engine: A Library for Analyzing and Mitigating Gender Bias in Word Embeddings". Published at Workshop for Natural Language Processing Open Source Software (NLP-OSS) @ EMNLP 2020.

I have been a teaching assistant at UCLA for:

• PIC 16B UCLA Winter 2023 Python with Application II with Dr. Harlin Lee
• PIC 20A UCLA Winter 2023 Principles of Java Language with Applications with Dr. Michael Andrews
• PIC 20A UCLA Spring 2022 Principles of Java Language with Applications with Dr. Minh Pham
• PIC 16B UCLA Winter 2022 with Python with Application I Dr. Michael A. Perlmutter

• PromptOptimizer: Minimize LLM token complexity to save API costs and model computations.
• YoutubeQNA: Enter a YouTube video URL (with subtitles) to generate relevant questions and answers/summary.
• BioNER: Named Entity Recognition for Medical Named Entities. Models tested: LightGBM, CRF and Bi-LSTMs.
• FairGAN - GANs based approach to mitigate gender bias in word embeddings.
• RAN-Debias - Code for the paper "Nurse is Closer to Woman than Surgeon? Mitigating Gender-Biased Proximities in Word Embeddings". Published in the Transactions of the Association for Computational Linguistics (TACL), Volume 8, 2020 p.486-503.
• Fair Embedding Engine - Code for paper "Fair Embedding Engine: A Library for Analyzing and Mitigating Gender Bias in Word Embeddings". Published at Workshop for Natural Language Processing Open Source Software (NLP-OSS) @ EMNLP 2020.
• Mixed Curvature GloVe - Implementation of Mixed Curvature GloVe (Eucledian, Hyperbolic and Spherical Space).

• 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.

• 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 Deep Learning Kaggle - Time Series Deep Learning models for M5 Accuracy Kaggle.

• Gradient Descent Optimization - GD optimization techniques like Adam and SGD from scratch.
• Statistics for Machine Learning - This repository is my record of simple experimentations on things related to stats, probability and similar interesting stuff that is needed for machine learning (and participating on kaggle).
• Santander - WARNING! - >> Scattered code << for my silver medal solution in the Santander Customer Transaction Prediction competition.
• Real-Time Mapping of Epidemic Spreads - Temporal and Spatial analysis for mapping and predicting an epidemic spread.

• 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.

• 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

• Bayes Optimal Neural Network Pruning using Relational Graph Properties - Colab Demo | Presentation Colab | Presentation Slides
• Mixed Curvature GloVe - Implementation of Mixed Curvature GloVe (Eucledian, Hyperbolic and Spherical Space).
• Bezier curve - Bezier curve animated implementation on python
• Turing machine simulator - Python implementation of a Turing machine simulator with visualization
• Data Encryption Standard - Python implementation of Data Encryption Standard (DES) - Computer Networks
• Recursive Descent Parser - A Simple Recursive Descent Parser for a simple grammar