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KNHNF/README.md

Karan Homayounfar

Typing

I build things that ship: Elexon BMRS forecasting pipelines, local-LLM phone systems, and production web platforms. BSc Computer Engineering, 1st in class (GPA 18.87/20). Enterprise Scholarship. Student Rep Gold Award. Currently wrapping up MSc Data Science at UWE Bristol.

📊 GitHub

🚀 Projects

Project What it does Stack Status
GB Balancing Mechanism Forecasting Forecasting total GB balancing mechanism cost per settlement period, a target no published GB study models directly. LEAR baseline vs XGBoost and LSTM, rolling-window evaluation, Diebold-Mariano testing Python · XGBoost · LSTM 🔵 Due Jan 2027
Reception System Local LLM phone handler for SMEs, prototype stage: Whisper STT, fine-tuned LLaMA/Phi-3, Google Calendar API Python · FastAPI · Ollama 🟡 Prototype
SmartQuote Assistant Email extraction + quote reply automation, 96% field accuracy Python · Ollama · OpenAI ✅ Done
Whisper STT Eval STT evaluation on LibriSpeech: WER, CER, latency + live Streamlit dashboard Python · Faster-Whisper ✅ Done
ML Practice One algorithm per week: theory notes + notebook, KNN to MLP Python · scikit-learn 🟢 Active
Crime & Deprivation Crime vs deprivation across English police areas MongoDB · PostgreSQL ✅ Done
Retail KPI Pipeline End-to-end BI pipeline over £10.6M sales dataset. ETL, MySQL, Streamlit Python · Pandas · MySQL ✅ Done
File Organizer Python CLI that auto-sorts files by type, with dry-run, undo, custom config Python ✅ Done

🛠 Stack

Languages

Python SQL JavaScript HTML/CSS

Data & ML

Pandas NumPy scikit-learn Matplotlib QLoRA fine-tuning spaCy Whisper XGBoost

Currently learning

LangChain RAG SHAP GitHub Actions n8n

Databases & Infrastructure

MySQL PostgreSQL MongoDB Supabase FastAPI Docker Cloudflare Render Vercel

Portfolio CV LinkedIn Email

Bristol, UK · Open to internships and graduate roles · knhnf.github.io

Popular repositories Loading

  1. file-organizer file-organizer Public

    A simple and customizable Python tool that automatically organizes files into folders, with interactive mode, undo support, dry-run preview, and Windows-safe output.

    Python

  2. KNHNF.github.io KNHNF.github.io Public

    Personal profile page — links to portfolio, CV, and projects.

    HTML

  3. retail-sales-kpi-analysis retail-sales-kpi-analysis Public

    Small BI-style data validation and reporting pipeline using Python and MySQL.

    Jupyter Notebook

  4. smartquote-assistant smartquote-assistant Public

    Email extraction and quote automation using local models and GPT. 96% field accuracy

    Python

  5. KNHNF KNHNF Public

    GitHub profile README.

  6. whisper-stt-eval whisper-stt-eval Public

    Speech-to-text evaluation with Faster Whisper on LibriSpeech. Compares tiny vs small models and baseline vs improved decoding across WER, CER, and latency. Includes a Streamlit dashboard.

    Jupyter Notebook