Aniket Samanta
AI/ML Engineer and Backend Developer
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About
AI/ML Engineer and Backend Developer with hands-on experience building RAG-based document intelligence systems, scalable REST APIs, and LLM-integrated applications. Proficient in Spring Boot, Python, FastAPI, and vector databases (FAISS, ChromaDB). Passionate about Generative AI, AI Agents, and production-grade backend engineering.
Experience
AI/ML Intern - CSIR – Central Building Research Institute (CBRI)
(2026-01 - 2026-05)
- Engineered a RAG-based document intelligence chatbot using FAISS & ChromaDB for semantic search over large-scale structured policy data.
- Designed end-to-end retrieval pipeline: document chunking, embedding generation, and similarity-based search using LangChain.
- Developed RESTful APIs using Spring Boot for query handling, user management, and AI pipeline integration.
- Built a React (Vite) frontend interface; implemented RBAC for secure and scalable access management.
- Created evaluation pipeline over ~3,000 test cases; achieved 90–95% accuracy on scenario-based queries.
- Analyzed failure categories (PAC, analytical, rule-based) for iterative optimization of retrieval quality.
Data Analyst Trainee - IDEMIA India Foundation (CSR Project)
(2024-02 - 2024-06)
- Completed comprehensive data analyst training: Python, SQL, Excel, data cleaning, EDA, and statistical analysis.
- Built dashboards and reports for data-driven decision-making; skilled in all core data analyst competencies.
Education
Master of Computer Applications - MCA - Gurukul Kangri Vishwavidyalaya (2024-08 - 2026-05) Haridwar
Bachelor of Computer Applications - BCA - Greater Noida Institute of Technology (GNIOT) (2021-10 - 2024-06)
