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sr-dotcom/README.md
Naga Sathwik Reddy Gona. Data Science, Machine Learning, Applied AI.

I build applied ML and LLM systems end to end: problem framing, retrieval pipelines, classical ML, evaluation, and deployment. The focus is models that ship with tests and CI gates, not notebooks that stall.


Featured Projects

policy-rag-assistant bowtie-risk-analytics-oilgas
aum-revenue-liquidity-planning-dashboard roadrisk-ai

Open Source

Recent upstream contributions to projects I use.

Status Project Contribution
Merged wemake-services/django-modern-rest (1.3k stars) Renamed the default OpenAPI title and documented OpenAPIConfig fields
Docs PR nesquena/hermes-webui (15k stars) Quickstart clarification: the WebUI runs the agent in-process

More in flight. I aim for a couple of focused open source sessions every week.

Skills

Skills: ML and Modeling, LLM and RAG, Data and BI, Engineering and Deployment

From Notebook to Production

Pipeline: data and features, models, evaluation, ship with Docker and Coolify

Education

MS in Data Science & Business Analytics, UNC Charlotte (Aug 2024 to May 2026)

Applied work across LLM systems, machine learning, BI, decision modeling, and project practicum.

Relevant coursework: Applications of Large Language Models · Applied Machine Learning · Database Systems for Data Scientists · Business Intelligence and Analytics · Visual Analytics and Storytelling · Data Mining · Decision Modeling and Analysis · Advanced Business Analytics · Strategic Business Analytics · Supply Chain Management · DSBA Project Practicum.

Currently

  • Contributing upstream to DS and ML tooling I use, a couple of sessions each week.
  • Polishing policy-rag-assistant and bowtie-risk-analytics-oilgas toward recruiter-grade documentation, evaluation, and deployment.
  • Open to full time roles in Data Science, ML Engineering, Applied AI, Analytics Engineering, and BI.

LinkedIn    Email

Built in the open.

Pinned Loading

  1. bowtie-risk-analytics-oilgas bowtie-risk-analytics-oilgas Public

    ML-powered Bowtie risk analysis for oil and gas incidents. Barrier failure prediction with XGBoost and SHAP, hybrid RAG over investigation reports, FastAPI + Next.js.

    Python 2

  2. policy-rag-assistant policy-rag-assistant Public

    Ask a question about UNC Charlotte academic policy, get an answer with citations to the source document. Refuses out-of-scope questions instead of guessing. Built on FastAPI, Claude Sonnet, and Chr…

    Python

  3. roadrisk-ai roadrisk-ai Public

    Traffic accident risk classifier with live weather and geolocation. Random Forest served through Streamlit with an interactive map and color-coded risk gauge.

    Jupyter Notebook

  4. aum-revenue-liquidity-planning-dashboard aum-revenue-liquidity-planning-dashboard Public

    Revenue forecasting and liquidity-risk planning dashboard for a simulated manufacturer. What-if scenarios, cash-flow simulation, and working-capital metrics (DSO, DIO, DPO) on FRED macro data.

    Jupyter Notebook

  5. CarPricePrediction-MLR-GeelyAuto CarPricePrediction-MLR-GeelyAuto Public

    This GitHub repository is dedicated to the development of a multiple linear regression model for predicting car prices, with a focus on assisting Geely Auto in their market entry strategy for the A…

    Jupyter Notebook 1

  6. atlas atlas Public

    A Claude Code skill that observes project state and recommends the next spec-kit workflow action.

    PowerShell