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Abhinav AnandAA
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Abhinav Anand

@abhinavanand1

I build production data and LLM systems that improve decisions.

India
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What I'm looking for

I'm seeking data science roles on experimentation-driven product teams where I can ship production models, rigorously validate outcomes, and build practical ML and LLM systems.

At ACT Fibernet, I deployed a FastAPI service over PostgreSQL that turned multi-table network topology extraction into a single API call, and rebuilt the retrieval pipeline with LightRAG to support multi-hop, multimodal question answering across technical documents.

I'm a Data Scientist and ML engineer from NIT Trichy who validates forecasting models against naive baselines rather than reporting error in isolation. My projects include identifying evaluation defects in a Tata Motors LSTM forecasting study and building a 60 FPS simulation of seven concurrent LLM-driven agents using LangChain, Azure OpenAI, MongoDB Atlas, and Python multithreading.

Experience

Work history, roles, and key accomplishments

AF

Technology Intern — Data & AI Systems

ACT Fibernet

Jan 2026 - Jul 2026 (6 months)

Replaced ad-hoc network health checks with a standardized monitoring matrix and designed a FastAPI REST service over PostgreSQL for topology extraction. Re-architected the RAG pipeline with LightRAG graph indexing to enable cross-document question answering.

Education

Degrees, certifications, and relevant coursework

National Institute of Technology, Tiruchirappalli logoNT

National Institute of Technology, Tiruchirappalli

Bachelor of Technology, Instrumentation & Control Engineering

2022 -

Activities and societies: President, MAXIMUS — Mathematics Society, NIT Trichy: led a 200+ member community and co-built the weekly problem database used across campus placement preparation.

Pursuing a B.Tech in Instrumentation & Control Engineering with quantitative coursework in Probability & Statistics, Linear Algebra, Neural Networks, and Data Structures & Algorithms.

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