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open to work
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open to work
63 followers · 78 following

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Emart29/README.md

Emmanuel Nwanguma

Data Scientist & AI/ML Engineer — I build and deploy production ML systems, LLM/agent infrastructure, and MLOps pipelines. Based in Lagos. Open to ML/AI Engineer roles.

Stack: Python · PyTorch · scikit-learn · LangChain · FastAPI · Docker/Kubernetes · MLflow · AWS/GCP · PostgreSQL

Highlights

Also building: Emart AI — open-source infrastructure for AI agents (memory, evals, cost tracking, credentials)

📫 nwangumaemmanuel29@gmail.com · Portfolio · LinkedIn

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  1. phi4-finance-finetuning phi4-finance-finetuning Public

    Fine-tuning Microsoft Phi-4 Mini 3.8B on SEC 10-K financial Q&A using QLoRA — +69% ROUGE-L over base model. Live demo on Hugging Face.

    Jupyter Notebook 5 2

  2. Heart-Disease-Prediction Heart-Disease-Prediction Public

    🫀 Production-ready ML system for heart disease risk assessment with 88.5% accuracy. Features FastAPI REST API, Streamlit dashboard, SHAP explainability, MLflow tracking, and Docker deployment. Demo…

    Jupyter Notebook 2

  3. ml-canary-deploy ml-canary-deploy Public

    Deploy ML model updates to a fraction of traffic, watch Prometheus metrics for both versions, and automatically promote or roll back - no human required. FastAPI serving + Redis traffic split + Pro…

    Python 1

  4. ml-feature-store ml-feature-store Public

    Production-grade ML feature store: point-in-time correct joins, Redis online serving <10ms, feature versioning, drift detection, CLI, Python SDK, and Streamlit registry. Heart Disease demo included.

    Python 1

  5. ai-agent-toolbox ai-agent-toolbox Public

    A full-stack AI agent applicationA full-stack conversational AI agent with real-world tool access — search the web, check the weather, run calculations, manage notes, and more. Built with a FastAPI…

    Python 1

  6. llm-quality-gate llm-quality-gate Public

    pytest for LLMs — automated quality gate that catches prompt regressions and model degradations before they reach production. CI/CD integration, multi-provider support, and a live monitoring dashbo…

    Python 1