Articles about Data Science, Machine Learning, artificial intelligence, and current news from the field.
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Antivirus and antimalware: a practical Windows recovery guide
A practical Windows malware-recovery workflow: Defender Offline, independent scanners, persistence checks, and the point at which to reinstall the operating system.
Upcoming Workshop: Agentic LLM Workflows
An upcoming hands-on workshop on agentic LLM use: GitHub Copilot, VS Code, and personal Gemini and Mistral API keys.
EPC from operational data
How an indicative EPC calculator can speed up decisions about an apartment, renovation, or investment, and how it is backed by a combination of software engineering, data science, and clear UX.
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Unified Pipeline – Part 1: Why the Unified Pipeline Was Created
When a better model isn't enough. How fragmentation of code, responsibility, and knowledge led to the decision to create a unified production ML system.
Read articleUnified Pipeline – Part 5: What I Would Do Differently Today
Experience as a filter. Which principles will endure, what was conditioned by the times, and what to take into any future ML project.
Read articleUnified Pipeline – Part 3: Time as the Enemy of the Model
When validation lies without meaning to. Why standard cross-validation fails in production and how time discipline changes the perspective on model quality.
Read articlePractical AI Workshop
The AI workshop at Cafedu Prague took place on Feb 27, 2026. Thanks to all participants for the great atmosphere and special thanks to Pavel!
Read articleNewsletter
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