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mattderya/README.md

Matt Derya β€” Data Scientist | GenAI & LLM | Pharma AI/ML

🧠 About Me

Data Scientist with 15+ years of pharmaceutical industry experience and 6+ years of hands-on AI/ML building production GenAI solutions. Expert in LLMs, LangChain, RAG, CNN, LSTM and Agentic AI β€” delivering 90% cost savings and 50% productivity gains. Proven ability to lead teams, mentor data scientists, and drive business decisions through advanced analytics and IQVIA pharmaceutical market insights.

  • πŸ”­ Currently working on Agentic AI & LLM systems in pharma
  • 🧬 Domain expertise: Pharmacokinetics, Drug-Drug Interactions, ADME, Oncology, Immunology
  • ☁️ Deploying ML models to production with CI/CD pipelines on AWS
  • 🌐 Website: mattderya.com
  • πŸ“« Reach me at: mttdryai@gmail.com

🌐 Connect With Me

LinkedIn GitHub Website

πŸš€ AI / ML Stack

TensorFlow PyTorch Keras HuggingFace Scikit-learn XGBoost

GenAI & LLM: LangChain Β· LangGraph Β· RAG Β· Agentic AI Β· OpenAI Β· Claude Β· NLP Β· Transfer Learning Β· Computer Vision Β· CNN Β· LSTM

πŸ“Š Data & Visualization

Python SQL Pandas NumPy Power BI Tableau Streamlit

☁️ Cloud & DevOps

AWS Git Docker

AWS Services: EC2 Β· SageMaker

πŸ† Key Achievements

  • 🎯 90% cost savings β€” CNN-based cellular classification models (99% accuracy) for Phase II clinical trials
  • ⚑ 50% productivity gains β€” HIPAA-compliant LLM agents with LangChain/LangGraph/RAG
  • πŸ“ˆ RΒ² > 0.90 β€” LSTM time series models for sales forecasting & customer churn prediction
  • πŸ’Š 25–30% model performance gains β€” Pharmaceutical domain features (DDI, ADME, PK)
  • πŸ… 75% market share β€” Data-driven pricing & competitive analysis at OctaPharma

πŸŽ“ Education

Degree Institution Year
Post Graduate Program in AI & ML California Institute of Technology (Caltech) 2023
M.S. Clinical Pharmacy & Pharmacotherapy University of Marmara, Istanbul 2017
B.S. Pharmacy University of Hacettepe, Ankara 2006

⭐️ Thanks for visiting my profile! Let's build something impactful together.

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