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FaryalRizwaan/README.md

๐Ÿ‘‹ Hi, I'm Faryal Rizwan (she/her)

AI/ML Engineer building production RAG systems, agentic workflows, and data pipelines that turn research into real-world impact. I combine statistical rigor from public health with modern ML infrastructure to ship reliable, scalable AI tools.

๐Ÿ”ญ Currently Building

  • EpiTrends: Real-time public health trend analyzer using NLP and FastAPI microservices, processing 50K+ records/day with 50% faster insight generation
  • Health Chatbot: Agentic RAG system with LangChain + Pinecone, delivering 40% more accurate nutrition guidance via semantic retrieval
  • QA Automation Suite: Python-based testing pipelines reducing manual validation time by 60% for data preprocessing workflows

๐Ÿค Open Source & Collaboration

  • Contributing TypeScript UI components to BetterAuth with 100% type coverage
  • Partnering with healthcare developers to deploy fair, interpretable ML models for public health use cases

๐Ÿ“š Deepening Expertise

  • Advanced NLP: Transformers, Hugging Face, retrieval-augmented generation
  • MLOps: Containerized deployment with Docker, CI/CD via GitHub Actions, monitoring with Prometheus
  • Data storytelling: Power BI, Matplotlib, and Streamlit for actionable public health insights

๐Ÿ’ป Core Stack

Languages: Python | TypeScript | SQL | Bash
AI/ML: LangChain | RAG Pipelines | PyTorch | scikit-learn | Prompt Engineering
Backend: FastAPI | Node.js | REST | Microservices | ETL
Infra: Docker | GitHub Actions | Supabase | Pinecone | FAISS
Frontend: React | Next.js | Streamlit | Tailwind

๐Ÿ“ฌ Let's Connect

LinkedIn โ€ข Medium โ€ข Email

Open to remote collaborations on AI for social impact, production LLM systems, and developer tooling.

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