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Shouhardik Saha

Junior Software Engineer specializing in ML, distributed systems, and LLM applications

Austin, TXEngineering Intern1 years experienceJuniorTechnologySaaSConsulting
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About

Interned at Zonda where he built an AI-driven semantic search solution over ~280M housing/builder records. Iterated from local LLMs via llama.cpp quantization to a vector-embedding retrieval system, then boosted semantic accuracy with a custom spaCy NER layer and re-ranking, optimizing for latency through precomputation. Collaborated with economics-focused stakeholders to reduce manual document/paperwork time by enabling natural-language search over internal data.

Experience

Engineering InternZonda
Machine Learning ResearcherSan Diego Supercomputer Center
Software EngineerBounteous
Software Engineering InternBounteous

Education

University of California, San Diegomaster, Computer Science (2026)
SRM Institute of Science and Technologybachelor, Computer Science and Engineering (2023)

Key Strengths

  • Built and iterated a production semantic search system end-to-end
  • Scaled AI retrieval pipeline for very large datasets (~280M records)
  • Improved search accuracy by adding custom NER on top of vector retrieval
  • Pragmatic model/tool selection (local LLM quantization vs cloud API vs vector search) based on constraints
  • Performance optimization via precomputation (embeddings/entities) to reduce query-time latency
  • Uses measurable IR evaluation (precision/recall/NDCG) plus A/B testing to validate improvements
  • Able to translate AI capabilities into value for non-technical stakeholders (housing/economics users)

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Contact

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Languages

English

Skills

PythonJavaCC++C#SQLNoSQLJavaScriptHTMLCSSTypeScriptUnixLinuxMySQLMongoDB