---
title: "Avnish Singh - Project Associate in Mumbai Metropolitan Region | Tal"
description: "Meet Avnish Singh, Project Associate at Indian Institute of Science (IISc) | ML Systems | LLMs | AI Agents | RAG based in Mumbai Metropolitan Region. AI stack includes claude code, codex, and cursor. Explore public work links including github and medium."
image: "https://tal.club/meet/avnish-singh/share-image"
---

# Avnish Singh on Tal

## Headline

Project Associate at Indian Institute of Science \(IISc\) \| ML Systems \| LLMs \| AI Agents \| RAG

## About

I am a Machine Learning Engineer with a background in applied machine learning research\. During my M\.Sc\. in Data Science, I worked on EEG\-based schizophrenia classification using graph neural networks and LSTM models\. This research was published in Biomedical Signal Processing and Control \(Elsevier\)\. As a Junior Research Fellow at NIT Raipur, I worked on graph\-based machine learning for cybersecurity threat detection using large\-scale provenance data, along with federated learning for distributed threat detection\. More recently, I have been building ML and GenAI applications, including RAG and agentic AI systems, using Python, PyTorch, LangGraph, and LangChain\. Currently looking for opportunities in Machine Learning and AI Engineering\.

## Location

Mumbai Metropolitan Region

## AI stack

claude code

codex

cursor

hugging face

langgraph

obsidian

## Work experience

Project Associate at Indian Institute of Science \(IISc\), Sep 2026 \- Present · 2 mos, Banglore

Junior Research Fellow at National Institute of Technology Raipur, Jul 2024 \- Feb 2026 · 1 yr 8 mos, Raipur, Chhattisgarh, India, \- Graph neural networks \(GATv2, GIN\) for APT detection on provenance graphs \- 99%\+ F1 on DARPA E3 \- Federated learning across 3–10 heterogeneous clients using PyTorch and Flower \- F1 >= 0\.976 \- Edge inference on Raspberry Pi 5 with model quantization

## Education

Master of Science \- MS, Computational Science and Applications \[Data Science\], Banaras Hindu University

Bachelor of Science \- BS, Computer Science, DG Ruparel College of Arts, Science and Commerce

## Public links

- github: https://github\.com/avnishs17
- medium: https://medium\.com/@avnishs17

[View the original profile](https://tal.club/meet/avnish-singh)

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