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.

Recent Posts
ML Interatomic Potentials
Machine Learned Interatomic Potentials for MD simulations
X-Ray Crystallography
Investigation into the crystal structure of Lithium Fluoride, Potassium Bromide and quartz.
Neuromorphic Computing
Neuromorphic Computing for Artificial Intelligence
Skills
Languages
ML & AI
MLOps & Cloud
Tools & Platforms
Career
2023 – Present
MLOps SME
NatWest
Add your description here — SageMaker platform work, team scope, key projects and outcomes.
2022 – 2023
Data Scientist
GlobalLogic
Add your description here — what you worked on, tech stack used, key achievements and deliverables.
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.