Projects
Amazon ML Challenge 2024
Duration: September 2024
Tools: Multimodal LLMs (VLMs), Few-Shot Learning, Python
- Developed a novel few-shot ensemble learning framework over multimodal LLMs (VLMs) for entity extraction from large-scale e-commerce images.
- Ranked 6 out of 20,000+ teams across India.
GitHub: Repository Link
Indic Cross-Lingual Transfer Learning
Duration: February 2024 – April 2024
Tools: Natural Language Processing, Python, PyTorch
- Evaluated cross-lingual knowledge transfer across five Indian languages using fine-tuned multilingual BERT, comparing intra-family and inter-family transfer (Indo-Aryan and Dravidian language families).
- Benchmarked on Sentiment Analysis, Hate Speech Detection, and Named Entity Recognition, and enhanced transfer using a cross-attention module in PyTorch.
GitHub: Repository Link
Multimodal Browser Agent
Duration: February 2024 – April 2024
Tools: Information Retrieval, ReactJS, Pinecone, LangChain
- Built a browser extension with real-time web scraping and multi-index multimodal retrieval (text, images, audio) using Pinecone and LangChain.
- Leveraged RAG pipelines for accurate, context-aware LLM responses, optimizing user interactions and improving accessibility.
GitHub: Repository Link
Online Retail Store
Duration: January 2023 – May 2023
Tools: Database Management Systems, MySQL, Python
- Designed a command-line interface simulating an online retail store with role-specific functionality for Customers, Delivery Partners, Distributors, Admins, and an Affiliated NGO.
- Optimized database operations with MySQL queries and triggers for efficient data fetching, insertion, and deletion.
GitHub: Repository Link
Tank Stars
Duration: October 2022 – December 2022
Tools: Java, Object-Oriented Programming, LibGDX Framework
- Built a dual-player strategy game with a sudden-death mode using the LibGDX framework.
- Applied Object-Oriented Programming concepts and designed UML Class and Use Case diagrams to visualize game architecture and flow.
GitHub: Repository Link
Custom Linux Shell
Duration: October 2022
Tools: C, Linux System Calls
- Designed a shell in C that replicates Linux terminal commands, implementing internal commands (
cd,echo,pwd) and external commands (ls,cat,date,rm,mkdir) using fork and threads.
GitHub: Repository Link
Custom Assembler and Simulator
Duration: June 2022 – July 2022
Tools: Python, Assembly Language (ISA)
- Implemented a custom Assembler and Simulator for a hypothetical Instruction Set Architecture, along with visualization of memory access locations over time.
GitHub: Repository Link
Market News and API Project
Duration: March 2022
Tools: Python, Polygon.io API
- Gathered and displayed stock news and cryptocurrency data such as opening prices, closing prices, and conversion rates using the Polygon.io API.
GitHub: Repository Link