Detail kurzu

IMLRP - Interpretable machine learning (R/Python)

EDU Trainings s.r.o.

Popis kurzu

Random forests, ensemble methods and deep neural networks provide powerful prediction methods. However, they are less transparent as a simpler model, like logistic regression or decision trees. This is a challenge for data scientists, specially with regards to increasing regulation, like GDPR. In this course we cover some of the methods that shed light on the black boxes.

Obsah kurzu

  • Interpreting ensemble models: Random forests, gradient boosting machines.
  • DALEX, LIME and visualization tools (ALE, PDP).
  • Interpreting individual predictions.

Cílová skupina

Marketing specialists, financial analysts, data analysts and data scientists.

Kontaktní osoba

Lukáš Vallo
+420 724 792 023
lukas.vallo@edutrainings.cz

Hodnocení




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