Sports Performance Analytics Specialization

Predictive Sports Analytics with Real Sports Data. Anticipate player and team performance using sports analytics principles.

Instructors: Stefan Szymanski +4 more

What you'll learn

  •   Understand how to construct predictive models to anticipate team and player performance.
  •   Understand the science behind athlete performance and game prediction.
  •   Engage in a practical way to apply their Python, statistics, or predictive modeling skills.
  • Skills you'll gain

  •   Data Processing
  •   Scikit Learn (Machine Learning Library)
  •   Analytics
  •   Forecasting
  •   Predictive Analytics
  •   Matplotlib
  •   Statistical Analysis
  •   Statistical Hypothesis Testing
  •   Statistical Methods
  •   Data Cleansing
  •   Supervised Learning
  •   Applied Machine Learning
  • Specialization - 5 course series

    Learners will apply methods and techniques learned to sports datasets to generate their own results rather than relying on the data processing performed by others. As a consequence the learner will be empowered to explore their own ideas about sports team performance, test them out using the data, and so become a producer of sports analytics rather than a consumer.

    Moneyball and Beyond

    Prediction Models with Sports Data

    Wearable Technologies and Sports Analytics

    Introduction to Machine Learning in Sports Analytics

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