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PyData London 2026 resources

Your ML Pipeline Meets the EU AI Act

Slides, companion notebook, full Evidently report, and a readiness checklist for turning AI Act questions into pipeline evidence.

Open slides Download Checklist
Speaker card for Gabriel Lipnik's PyData London 2026 talk

Take It Home

Everything referenced in the final slide is here. Run the notebook, inspect the drift report, then score your own system and pick the top 3 gaps.

Interactive Slides

Interactive Slidev deck.

Open deck

Companion Notebook

Reproducible credit-risk demo.

Download .ipynb

Example Evidently Report

Full production-drift report.

Open report

Evidence Checklist

Printable Monday checklist.

Download checklist

Markdown

Repo or PR-template version.

Download .md

Evidence Readiness Checklist

Tick what you can already evidence. The target is not instant compliance; the target is knowing the first gaps worth fixing.

Data and Model

  • Art. 10
  • Art. 10
  • Art. 12
  • Art. 13
  • Art. 11
  • Art. 11Art. 13

Ops and Governance

Red - evidence map incomplete

0 of 12 checks ready. Start with the first missing evidence points.

0/12ready

The article labels are signposts for engineering discussion, not legal advice. For the exact legal text, use Regulation (EU) 2024/1689 and your own counsel.

Tools & References

Use these, or equivalent tools that create the same evidence, and start with the Act itself.