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Sampada shelke

Mid-level Machine Learning Engineer specializing in NLP, LLMs, and applied research

La Jolla, CAMachine Learning Research Intern3 years experienceMid-LevelTechnologyArtificial IntelligenceMachine Learning
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About

New grad SDE (AI/ML) who built and deployed an LLM-based chatbot framework used across technology, military, and banking contexts, focusing on model selection tradeoffs (latency vs accuracy) through prototyping and benchmarking. Also built a multi-agent "eaterybot" using PyAutoGen/AutoGen with a manager agent orchestrating specialized agents, and emphasizes rigorous testing with adversarial/edge-case datasets and hallucination checks.

Experience

Machine Learning Research InternStatistical Visual Computing Lab
Graduate Student ResearcherSan Diego Supercomputer Center
Machine Learning EngineerMakers Lab
Machine Learning Engineer InternMakers Lab

Education

University of California San Diegomaster, ECE, Machine Learning and Data Science (2025)
Dr. Vishwanath Karad MIT World Peace Universitybachelor, Electronics and Communication Engineering (2021)

Key Strengths

  • Production deployment of LLM chatbot framework across multiple domains (technology, military, banking)
  • Methodical model selection via prototyping and benchmarking on real-world questions
  • Reliability-focused agent/workflow evaluation using edge-case and adversarial test sets
  • Structured testing approach (unit + integration tests) with measurable metrics (success rate, latency, hallucination checks)
  • Clear stakeholder alignment through documented requirements and follow-up emails

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Languages

English

Skills

PythonSQLMySQLCC++Scikit-learnPandasNumPyPyTorchTensorFlowSciPyOpenCVNLTKTableauMatplotlib