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- Implementation Challenges
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Classroom Contents
Football AI Tutorial: From Basics to Advanced Stats with Python
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- 1 - Football Soccer AI: The Next Level
- 2 - Architectural Blueprint: Models & Tools for Football AI
- 3 - YOLOv8 Fine-Tuning: Optimizing for Football Object Detection
- 4 - Deploying YOLOv8 with Inference
- 5 - ByteTrack: Robust Multi-Object Tracking
- 6 - Embedding Analysis: Clustering Players with SigLIP & UMAP
- 7 - Perspective Transformation: Homography Fundamentals
- 8 - YOLOv8x-pose Training: Precise Pitch Landmark Detection
- 9 - Keypoint Inference: Real-Time Pitch Understanding
- 10 - Homography Application: Virtual Lines & Field Overlay
- 11 - Top-Down Projection: Creating a Tactical Radar View
- 12 - Spatial Analysis: Ball Territory
- 13 - Implementation Challenges
- 14 - Beyond the Basics: What Else is Possible?
- 15 🔴 Community Session Aug 29th, 2024 at 08:00 AM PST / 11:00 AM EST / PM CET: https://www.youtube.com/watch?v=Xwou5qO--vY
