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Premier League Video Analysis with Deep Learning

About This Workshop

Youtube Video

About This Workshop
In this challenge, you'll learn how computer vision and AI algorithms can be used to analyze football matches automatically.
We'll be using AI Vision, OCI Data Science and Autonomous Data Warehouse.
You'll learn how to process video footage of a match to extract player and ball position.
You'll learn techniques to identify the two teams, identify individual players.
You'll also learn how to proyect the identified "object" positions (players and ball) onto the football pitch coordinate system.
From this data, we will be able to produce insights that are useful for players, teams, bookmakers, and fans.
You'll use a variety of tools and services, such as compute instances, Autonomous Datawarehouse, object storage, and more.

Workshop Info

2 hours
  • Get Started
  • Lab 1: Provision OCI Data Science
  • Lab 2: Provision Autonomous Data Warehouse
  • Lab 3: Recognize Players and Shirt Numbers (OCI Console)
  • Lab 4: Recognize Players and Shirt Numbers (Programmatically)
  • Lab 5: Translate Camera Coordinates to Football Pitch Coordinates
  • Lab 6: Connecting to Autonomous Data Warehouse
  • Lab 7: Processing the entire video
  • Familiarity with programming in general is helpful.
  • Familiarity with Oracle Cloud Infrastrucure is helpful, but not required.
  • Familiarity with machine learning / deep learning is helpful, but not required.

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