Machine Learning

9 chapters

Machine learning has transformed basketball analytics. This section covers predictive modeling techniques, player clustering and similarity analysis, lineup optimization, career trajectory modeling, and championship probability models. Learn to build and validate models using real NBA data.

Skills You'll Learn

Predictive Modeling Clustering Classification scikit-learn Random Forest

Chapters

Real Plus-Minus (RPM)

Exploring ESPN's Real Plus-Minus, which combines ridge regression with box score priors.

0 sections ~55 min read

EPM and Bayesian Approaches

Estimated Plus-Minus and the application of Bayesian methods to basketball player evaluation.

0 sections ~60 min read

DARKO and Projection Systems

Modern projection systems like DARKO and their methodology for predicting future player performance.

0 sections ~55 min read

21 Intermediate

Introduction to Player Tracking Data

An overview of NBA player tracking technology and the revolutionary data it provides for basketball analysis.

0 sections ~45 min read

23 Intermediate

Shot Quality and Expected Points Models

Building models to estimate expected point value based on shot characteristics and defender positioning.

0 sections ~55 min read

24 Intermediate

Finishing at the Rim

Analyzing player ability to score in the restricted area and around the basket.

0 sections ~50 min read

25 Intermediate

Three-Point Shooting Analysis

Deep analysis of three-point shooting using tracking data to understand shot creation, selection, and conversion.

0 sections ~50 min read

Lineup Analysis and Optimization

Evaluating lineup performance and optimizing rotation patterns for maximum team success.

0 sections ~55 min read

40 Intermediate

Rotation Patterns and Minutes Management

Analyzing substitution patterns and the strategic management of player minutes.

0 sections ~45 min read

Explore Other Topics

Foundations & Setup

Metrics & Statistics

Tracking Data Analytics

Data Visualization

Draft & Player Development

Betting & Fantasy Sports

Ready to Start Learning?

Begin with the first chapter in this topic

Start with Real Plus-Minus (RPM)