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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PENB Label Approximation – Part 3: Weather, Heating Season, and RC Model Without Magic
The third part of the series explains how meteorology, heating season detection, and simplified RC model calibration come together in the application.
Read articlePENB Label Approximation – Part 2: Turning Regular Consumption Data into Valid Input
The second part of the series explains why proper preparation of consumption data, temperature settings, and non-heating months is more important than chasing a more complex model.
Read articlePENB Label Approximation – Part 1: Why Waiting for a Formal Audit Isn’t Enough
Why a preliminary energy performance calculation makes sense before the formal PENB—and what real problem the public application actually solves.
Read articleEPC from operational data: where estimation ends and decision begins
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.
Read articleUnified Pipeline – Part 4: MLOps Without the Buzzwords
When tools become the goal. What actually brought value, what added complexity, and why MLOps is a sociotechnical system.
Read articleUnified Pipeline – Part 2: From Experiments to a System
An experiment is a great servant but a bad master. How architecture enforces the right decisions and why configuration replaced improvisation.
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