ML Engineer · Generative AI
Saurav Kumar
I build RAG pipelines, AI agents, and recommendation systems that make it to production — not just to a notebook.
// 4 roles · IIT Madras · 2022 – present
Experience & Education
Experience
ML Engineer
Kitab
Developed a cold-start recommendation engine utilizing a RAG system. Designed and implemented a book summarization process and set up a text-to-voice-over system using Eleven Labs.
Generative AI Developer
DocuSwift
Developed APIs using Azure Functions and deployed on Azure DevOps. Engineered RAG pipelines with Azure Cognitive Search and conducted prompt engineering for structured insights.
Data Scientist
Soothsayer Analytics
Engineered RAG pipelines on Azure AI Studio and implemented machine learning models. Conducted prompt engineering for document insight generation and optimized information retrieval using Azure Cognitive Search.
Data Scientist
Agastya Data Solutions
Developed investment strategies and fintech dashboards. Optimized algorithms to reduce processing time by 50% and fine-tuned LLMs for consistent outputs.
Education
Diploma in Programming
Indian Institute of Technology, Madras
B.Sc (Hons) in Mathematics
Shaheed Bhagat Singh College, University of Delhi
Core Skills
Generative AI
Cloud & MLOps
ML & Data
// 3 shipped · 1 US patent filed
Featured Projects
Case Chat | Docuswift
AI-powered chat system for legal documents using RAG pipeline on Azure Cognitive Search. Features optimized information extraction with curated prompts.
Case Search | DocuSwift
Legal search engine for 5 lakh+ Indian judgments. Uses RAG and fine-tuned LLMs for summarization and precise case retrieval.
Fundamental Investing with AI
Investment strategy application analyzing technical indicators and fundamental data. Filed a US patent for this innovative concept.