Python & AI

Python tooling, LLM-assisted development, machine learning workflows, and AI in scientific applications.

Reproducible Environments for Everyone: DevContainers for Data Science Teams

How to use devcontainers and a pre-built personal image to give every team member — including non-developers — an identical, low-setup R + Python environment.

November 28, 2025

LLM-Assisted Development: A Data Scientist’s Field Guide

12 min

Honest notes on a three-layer AI stack — Copilot, OpenCode, and Ollama — from daily use in pharma and cosmetics R&D. Real gains, real failure modes.

October 14, 2025

The Reproducibility Quest: Modern Tools for R and Python Data Science

20 min

A comprehensive guide to achieving reproducible data science workflows — environment setup, package management, containerization, and what reproducibility actually means in…

June 10, 2025

Staying Current in a Fast-Moving Field: Why I Built a Resources Catalog

7 min

In data science, machine learning, and AI, the pace of change is relentless. Here’s why I maintain a curated collection of resources — and why you might want to do the same.

December 13, 2024

Complete Development Setup Guide for R & Python

4 min

A comprehensive guide to setting up R, Python, and VS Code for modern data science development workflows.

October 15, 2024

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