1. Lectures
  • Books
    • Critical Data Studies
    • Ethics of Artificial Intelligence
    • Fairness and Machine Learning
    • Fundamentals of Data Visualization
    • Forecasting Principles & Practice
    • Interpretable Machine Learning
    • An Introduction to Statistical Learning
    • Mathematics For Machine Learning
    • Python of Data Analysis, Third Edition
    • R for Data Science, Second Edition
    • Advanced Data Analysis from an Elementary Point of View
    • The Turing Way
    • Understanding Deep Learning
  • Lectures
    • Modern, composable and downward-scaleable data platforms
    • Generalized Additive Models and Explainable Boosting Machines
  • Perspectives on data science
    • Analytical problem solving
    • DAPS - Data-Analytic Problem Structure
    • Stop aggregating away the signal in your data
    • The Design Philosophy of Great Tables
    • RIP correlation. Introducing the Predictive Power Score.
    • Modern, hybrid, open analytics
    • The Precision-Recall Plot Is More Informative than the ROC Plot
    • Portable dataflows with Ibis and Hamilton
    • Data visualization with Vega-Altair
      • Exploratory data analysis with Altair
      • Amazing Altair with an even better theme
      • Comet charts in Python
      • Visualization curriculum with Altair
      • Altair’s data types
      • Altair’s visualization grammar
      • What is Altair?
    • Getting into Python
      • Effective Python and idiomatic pandas
      • Getting into Python with RealPython.com
      • A Whirlwind Tour of Python
  • Use cases & applications
    • Verkeersveiligheidmodel
    • The landscape of biomedical research
    • EnteroBase - hierarchical clustering of 100 000s of bacterial genomes into species/subspecies and populations
    • Inzicht in energiearmoede
    • Multimodal prediction of climatic parameters using street-level and satellite imagery
    • Predict precence of wolf pairs in Germany with XGBoost and SHAP
    • Classifying rice grains using deep learning
  • Notebooks
    • Predicting diabetes with pycaret
    • Predicting house prices with pycaret
    • Deconfounding explained
    • Demonstration of overfitting and underfitting

Generalized Additive Models and Explainable Boosting Machines

Slides from a 1-hour workshop, after which you will be convinced that EBMs are your standard go-to algorithm for tabular data.

Daniel Kapitan
Sep 9, 2024

Modern, composable and downward-scaleable data platforms

Slides from a 3-hour guest lecture given at Strathmore University.

Daniel Kapitan
Jul 2, 2024
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