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Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLO

Achievements

Achievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: YOLO

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marblehub/README.md

Whyte Goodfriend M.

Solar PV researcher turning energy data into reliable intelligence.

Portfolio LinkedIn GitHub

I am a doctoral researcher working across solar photovoltaics, machine learning, thermal modeling, and data-driven energy analytics. My work focuses on making PV systems easier to monitor, explain, and improve through trustworthy data pipelines and applied AI.

Focus Areas

  • Machine learning for solar energy systems
  • PV anomaly detection and performance analytics
  • Thermal modeling for outdoor PV operation
  • Forecasting, data quality, and decision-support workflows
  • Domain-specific AI tools with provenance and citations

Featured Work

Project What it shows Links
Research Portfolio A clean portfolio for PV, ML, and data science work. Live site Repo
Trustworthy Energy RAG Chatbot Document-grounded technical-support chatbot with provenance, citations, OCR, and fault-code lookup. Repo
SolarGraph AI LLM-powered knowledge graph exploration for PV solar energy and materials-science research. Repo
PV Power Predictor Machine-learning workflow for predicting photovoltaic power output. Repo

Tools I Use

Python | scikit-learn | FastAPI | Flask | Streamlit | SQL | MATLAB | Linux | Git | MLFlow

Current Direction

I develop research-oriented prototypes that connect solar-energy domain knowledge with machine learning, knowledge graphs, explainable analytics, and practical interfaces for scientific insight.

Contact

Portfolio LinkedIn GitHub

Pinned Loading

  1. portfolio portfolio Public

    Research portfolio for solar PV, machine learning, and data science

    TypeScript 1

  2. s26-redi-ml-ai/provenance-energy-rag-chatbot s26-redi-ml-ai/provenance-energy-rag-chatbot Public

    A trustworthy document-grounded RAG chatbot for solar and energy technical support, with manual upload, provenance, citations, fault-code lookup, and hallucination-aware answers.

    Python 3

  3. solargraph-ai solargraph-ai Public

    LLM Agent & Knowledge Graph for PV Solar Materials Science — RDF/OWL · SPARQL · ReAct · Groq

    HTML 2

  4. PV-Power-Predictor PV-Power-Predictor Public

    End-to-end ML system for PV power prediction with MLflow tracking and Flask deployment

    Python 1

  5. marblehub marblehub Public

    Machine learning engineer with a physics background, specializing in time-series modeling, anomaly detection, and energy systems. Building scalable, production-ready ML solutions.

    1