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retheshgoud/README.md

Hey, I'm Rethesh 👋

A startup-bred, AI-obsessed full-stack engineer who is occasionally found on GitHub, always found in Hyderabad.

Research

Schema-Aware Prompting for Text-to-SQL — ran an empirical study on NL-to-SQL using a local gemma3:4b model. Schema injection alone: 0% → 92% accuracy. Add an error-driven retry loop: 100%. No API, no fine-tuning.

Frontend · Angular · TypeScript · Vue.js · D3.js · Tailwind

Backend · Node.js · NestJS · FastAPI · PostgreSQL · MongoDB

Cloud · AWS · Docker · Kubernetes · Prometheus · Grafana

AI/LLM · LangGraph · OpenAI · Ollama · RAG · AWS Bedrock

LinkedIn Portfolio Email

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  1. text-to-sql-research text-to-sql-research Public

    Empirical study on schema-aware prompting and self-correction for LLM-based Text-to-SQL generation using a local open-source model (gemma3:4b via Ollama).

    Python

  2. GDP_analysis-pandas GDP_analysis-pandas Public

    GDP analysis using Pandas & Seaborn python on World bank GDP data (Europe)

    Python

  3. FaceDetection_OpenCV FaceDetection_OpenCV Public

    Face detection with OpenCV using Haar Cascades

    Python