Lorenz attractor — deterministic equations that model weather, yet the path never repeats. The mathematical origin of the butterfly effect.

Hello, I'm

Natan Szczepaniak

AI/ML Engineer & MLOps SME

Building production ML systems at NatWest. Python developer, cloud architect, and occasional physicist.

Natan Szczepaniak

Skills

Languages

Python Go SQL Bash YAML

ML & AI

PyTorch TensorFlow scikit-learn Hugging Face LangChain

MLOps & Cloud

AWS SageMaker Terraform Docker Kubernetes MLflow CI/CD

Tools & Platforms

Git Linux PostgreSQL FastAPI Jupyter

Career

2023

2023 – Present

MLOps SME

NatWest

Add your description here — SageMaker platform work, team scope, key projects and outcomes.

2022

2022 – 2023

Data Scientist

GlobalLogic

Add your description here — what you worked on, tech stack used, key achievements and deliverables.

2020

2020 – 2023

BSc Physics with Theoretical Physics

University of Manchester

Add your description here — what you studied, key projects, dissertation topic, and what drew you to data science.