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Muthyam Harish Kumar

AI/ML Engineer • Hyderabad, Telangana • h************@gmail.com • +91*******978 • drivetube.ai/•••••

Professional Summary

AI/ML Engineer with 2 years of experience designing, evaluating, and deploying LLM-powered retrieval-augmented systems and production ML pipelines. Evaluated large-scale LLM outputs for Meta and Google DeepMind via Turing, built LLM-as-judge evaluation harnesses and multi-modal data audits, and produced 400+ production-grade visualizations to surface training-data issues. Architected and deployed a production RAG pipeline for investor research (ingestion → embeddings → hybrid BM25+vector retrieval → generation → automated evaluation) with a FastAPI service and Streamlit frontend. Hands-on with Python, FastAPI, Pandas, embeddings (BGE/OpenAI), BM25, cross-encoder reranking, GPT-4o-mini, LLaMA 3.1 and AWS (S3/RDS/IAM/VPC). Seeking an AI/ML engineering role building LLM-powered products and scalable retrieval systems with end-to-end ownership.

Technical Skills

Programming Language: Python,JavaScript,PHP,SQL
Backend Technologies: FastAPI,SQLAlchemy,Git
Databases: MySQL
Cloud Platforms: AWS RDS,Amazon Web Services,S3,IAM,VPC,Harness
API & Integrations: RESTful APIs
Data Analysis & Visualization: Streamlit,Pandas,Matplotlib,Seaborn,Power BI,DAX,Tableau,LLM-as-judge evaluation,Query decomposition
Machine Learning & AI: K-Means
AI/ML Frameworks & Libraries: scikit-learn,XGBoost,Prophet
Generative AI & LLMs: OpenAI
Vector Databases & RAG: RAG,BM25,Cross-Encoder Reranking
MLOps: Feature Engineering
Data Integration & ETL: ETL

Work Experience

Turing — Client: Meta & Google DeepMind
Remote
Data Analyst (AI/ML)
Jul 2024 – Jun 2026
Contract evaluation and data-quality work supporting LLM and multimodal model research for Meta and Google DeepMind.
Tech Stack: Python, Pandas, Matplotlib, Seaborn, LLM-as-judge evaluation
  • Spearheaded Meta's factuality evaluation workstream by designing annotation guidelines and reviewing LLM-generated answers to reduce hallucination risk across large evaluation sets.
  • Produced 400+ production-grade data visualizations for DeepMind's multimodal project using Matplotlib and Seaborn to surface labeling and training-data quality issues used by research teams.
  • Designed and implemented an LLM-as-judge evaluation harness and rubric to measure faithfulness, relevance, and evasiveness, enabling repeatable automated scoring for model comparisons.
  • Implemented multi-modal data quality audits for text, image, and structured inputs using Python and Pandas to identify noisy sources and improve dataset reliability.
  • Automated ingestion and validation pipelines for annotation batches using Python and SQL to enforce schema checks and reduce downstream labeling errors during model evaluation.
  • Built embedding and retrieval testbeds to compare vector embedding strategies and hybrid BM25+vector retrieval behaviour for downstream evaluation tasks and ablation studies.
RS Group
Hyderabad, Telangana
Full-Stack Web Development Intern
May 2023 – Jul 2023
Campus project engagement building a Voting Management System for on-campus elections, responsible for full SDLC delivery.
Tech Stack: PHP, MySQL, JavaScript, HTML, CSS, Git
  • Led end-to-end development of a Voting Management System (VMS) and owned design, implementation, testing, and deployment to production with zero downtime.
  • Implemented backend APIs and business logic in PHP and designed a normalized MySQL schema to support role-based voting workflows and audit trails.
  • Developed a responsive frontend using HTML, CSS and JavaScript to provide real-time vote status and administrative controls for election officials.
  • Designed and optimized SQL queries and indexes to ensure predictable response times for ballot retrieval and result aggregation.
  • Deployed the application on a LAMP stack and implemented version control and deployment scripts with Git to enable safe rollbacks and releases.
  • Authored unit and integration test cases and user documentation to streamline handoff and reduce operational issues during live elections.

Education

NIT Calicut
B.Tech — Electrical and Electronics Engineering • Calicut, Kerala, India • 2020 – 2024

Certifications

Google Data Analytics Professional Certificate — Coursera
AWS Cloud Practitioner concepts — Self-study / AWS
Advanced SQL (LeetCode, StrataScratch) — Self-study

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