ShayanMuhammad-CS (Shayan M.) · GitHub
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ShayanMuhammad-CS/README.md

Shayan Muhammad

Full-stack engineer, AI-forward. I ship products end to end — API, data layer, UI, deploy — and reach for models where they make the product sharper, not where they make the README longer. Islamabad, Pakistan.

focus     agentic systems · retrieval (RAG) · applied CV/ML · product engineering
stack     Python · TypeScript · React · FastAPI · Node · Postgres · Docker
open to   open-source work, internships, and hard problems

GitHub LinkedIn Email


Open source

Patches to projects I actually use, not drive-by typo fixes.

huggingface/smolagents Bind function arguments with CPython semantics in the local Python executor open
refined-github/refined-github hide-inactive-deployments also hides failed deployments merged
tscircuit/schematic-symbols Add phototransistor schematic symbol open

Plus ~15 shipped PRs on a private product team — Kanban boards, per-user view state, permission scoping, authenticated attachment downloads, accessibility fixes.


Selected work

MeetSense — meeting intelligence pipeline. Audio/video ingest → speech-to-text → speaker diarization, built to run as composable modules. Python

Multimodal RAG Pipeline — document intelligence over charts and PDFs, pairing vector retrieval with vision LLMs so the model sees the figure instead of guessing from its caption. PyTorch VLMs

DocuMind — fully local RAG for your own notes. ChromaDB + Ollama with cross-encoder reranking, so nothing leaves the machine. LangChain Gradio

DeforestAI — satellite imagery model that detects and tracks deforestation trends over time. Computer Vision


stats

top languages

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  1. refined-github/refined-github refined-github/refined-github Public

    :octocat: Browser extension that simplifies the GitHub interface and adds useful features

    TypeScript 32.1k 1.9k

  2. DEFORESTAI-DETECTION-SYSTEM DEFORESTAI-DETECTION-SYSTEM Public

    Satellite vision & machine learning system to detect and monitor deforestation trends with high predictive accuracy.

    Jupyter Notebook

  3. Customer-Churn-prediction Customer-Churn-prediction Public

    End-to-end telecom churn prediction: tenure/LTV feature engineering, Logistic Regression vs Random Forest, SHAP interpretability, and an interactive dashboard.

    Python

  4. DOCUMIND-RAG-for-Your-Notes DOCUMIND-RAG-for-Your-Notes Public

    Local RAG system for querying PDFs and notes using ChromaDB, Ollama, CrossEncoder reranking, and Gradio.

    Python

  5. Multimodal_RAG_Pipeline Multimodal_RAG_Pipeline Public

    Multimodal RAG architecture integrating vector embeddings with vision LLMs for deep document intelligence across charts and PDFs.

    Jupyter Notebook

  6. deforestation-app deforestation-app Public archive