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Manav13254/README.md
Typing SVG

About Me

Studying CS, doing competitive programming, and exploring machine learning and deep learning. Getting into agentic AI lately β€” building with LangChain, LangGraph, CrewAI, and learning how to put these pieces together into real systems.

  • πŸ† Google Gen AI Hackathon Winner
  • ⚑ LeetCode β€” max rating 1802
  • πŸ“ Based in India

Tech Stack

Languages

Python C++ SQL

AI / ML

PyTorch HuggingFace LangChain LangGraph CrewAI

Backend & Tools

FastAPI Docker Git PostgreSQL

Vector Databases

Pinecone FAISS ChromaDB


Projects

Research project β€” given an audio clip of environmental sounds (waves, birds, traffic), find the matching aerial image, and vice versa. Adapted the SARCI framework for natural audio and improved Avg R@1 from 61.83% to 77.45% by introducing image masking during training and a joint loss function.

PyTorch SARCI CNN14 ResNet18 ADVANCE Dataset


Implemented Low-Rank Adaptation (LoRA) manually in PyTorch β€” no libraries, just the math. Injected trainable rank-decomposition matrices into Vision Transformer attention layers, reducing trainable parameters by 99.75% (86M β†’ 221k) while successfully adapting an ImageNet model to satellite imagery classification.

PyTorch Vision Transformers LoRA EuroSAT


Production-grade support ticket routing system built from scratch. Reads customer tickets, searches 791 support documents using FAISS vector search, and decides whether to answer or escalate β€” with full adversarial robustness against prompt injections, jailbreaks, and encoded attacks.

Python FAISS LangChain Gemini RAG


Let's Connect

LinkedIn Gmail LeetCode GitHub

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