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rpytel1/README.md

Hi 👋, I'm Rafal Pytel

AI Engineer | ML Lead | GenAI Pragmatist


🧠 I'm Rafal, an AI Engineer passionate about delivering pragmatic, production-ready ML and GenAI systems that solve real-world problems across sectors like agriculture, medtech, fintech, and e-commerce.

🔭 Current Roles

  • Senior AI Engineer @ Zowie: Focusing on evaluating and optimising LLM-based solutions.
  • ML Lead @ ReasonField Lab: Led development of an explainability library in CV and a Scala-aware RAG chatbot.

🧰 Tech Stack

Languages     → Python, C++, JavaScript  
Frameworks    → HuggingFace, PyTorch, TensorFlow, Ray, ZenML  
Infrastructure→ AWS, GCP, Docker, Triton Server, MongoDB, Postgres

🎤 Speaking & Writing

📍 Event 🎙️ Topic
DSS 2024 Watermarking 101: Detecting generated data in LLM pipelines
DSS 2023 ML RecSys tricks in Face Recognition
Warsaw IT Days 2023 Explainable AI for Deep Neural Networks
ICPR 2020 Data Augmentation ≠ Occlusion Robustness in Pose Estimation
✍️ SoftwareMill Blog 15+ blog posts on ML, GenAI, Explainability, and RAG systems

📚 Certifications

  • 🧠 AWS ML Specialty
  • ☁️ AWS Solutions Architect Associate
  • 🤖 HuggingFace Agents
  • 🧬 TensorFlow Advanced Techniques

📫 Connect with me


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  1. occlusion-vs-data-augmentations occlusion-vs-data-augmentations Public

    Oficial repository of ICPR 2020 paper "Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusions"

    Python 11

  2. efficient-semantic-segmentation efficient-semantic-segmentation Public

    Code for VIP Priors workshop 2020 challenge for efficient semantic segmenation.

    Python 2 1

  3. law-agents law-agents Public

    Code related to the blog post about possible application of agentic workflows in CrewAI for LegalTech.

    Python 2

  4. OOTDiffusion OOTDiffusion Public

    Forked from levihsu/OOTDiffusion

    Official implementation of OOTDiffusion: Outfitting Fusion based Latent Diffusion for Controllable Virtual Try-on

    Python 1

  5. softwaremill/FoXAI softwaremill/FoXAI Public

    The open-source library for explainable AI. Generic and easy to integrate with PyTorch.

    Python 34 1

  6. dl-framework-comparison dl-framework-comparison Public

    Code related to blog post comaparing Tensorflow, Pytorch, Jax and FLax as DL frameworks.

    Python 2 2