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Aman India

Aman India

AI Engineer specializing in Agentic AI, RAG systems, and observability

mramanindia
San Francisco, California, United States
Bengaluru, Karnataka, India
Joined March 2026
Favicon imagemramanindia.github.io
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Favicon imagemramanindia.medium.com
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Network

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Summary

Agentic AI and RAG engineering — Aman focuses on building agentic systems, retrieval-augmented pipelines, and LLM observability tooling. His personal site and work history describe building core agent tracing and evaluation components as well as production RAG pipelines. github+1
Applied NLP and ML engineering in product contexts — At Yellow.ai and Rakuten he worked on scalable RAG ingestion, model lifecycle, monitoring, caching and query-performance improvements, indicating a hands-on focus on production-grade NLP and data engineering. github
Strong hands-on computer vision and applied research projects — Multiple public GitHub projects show computer-vision work (rice-grain analysis, product matching on shelf images) and practical implementations using OpenCV, Watershed, ORB descriptors, and deep-learning approaches. github+1
Community educator and content creator — Aman has published tutorials and technical blog posts, created YouTube videos, taught at InsideAIML, and run community activities (noted on Kaggle and personal profile), showing engagement in teaching and outreach. kaggle+2

Work

Education

Projects

Writing

Wanted to Build Your Own AI Agent to Answer Questions from a PDF — Documents, “RAG — LLM-based pipeline”.

February 1, 2025

Medium tutorial describing how to build a Retrieval-Augmented Generation (RAG) pipeline for document Q&A: PDF text extraction, chunking, embedding generation, FAISS indexing, and OpenAI-based answer generation.

Favicon imagemramanindia.medium.com

Hobbies

Reading and outdoor adventure; creates technical videos and tutorials. kaggle+1