Football AI Tutorial: From Basics to Advanced Stats with Python скачать в хорошем качестве

Football AI Tutorial: From Basics to Advanced Stats with Python

Let's build a Football AI system to dig deeper into match stats! We'll use computer vision and machine learning to track players, determine which team is which, and even calculate stuff like ball possession and speed. This tutorial is perfect if you want to get hands-on with sports analytics and see how AI can take your football analysis to the next level. Chapters: 00:00:00 Football (Soccer) AI: The Next Level 00:00:58 Architectural Blueprint: Models & Tools for Football AI 00:03:14 YOLOv8 Fine-Tuning: Optimizing for Football Object Detection 00:12:22 Deploying YOLOv8 with Inference 00:27:37 ByteTrack: Robust Multi-Object Tracking 00:29:38 Embedding Analysis: Clustering Players with SigLIP & UMAP 00:51:46 Perspective Transformation: Homography Fundamentals 00:53:03 YOLOv8x-pose Training: Precise Pitch Landmark Detection 01:01:24 Keypoint Inference: Real-Time Pitch Understanding 01:06:27 Homography Application: Virtual Lines & Field Overlay 01:13:23 Top-Down Projection: Creating a Tactical Radar View 01:22:04 Spatial Analysis: Ball Territory 01:26:34 Implementation Challenges 01:28:29 Beyond the Basics: What Else is Possible? Resources: Roboflow: https://roboflow.com 🔴 Community Session Aug 29th, 2024 at 08:00 AM PST / 11:00 AM EST / 05:00 PM CET:    • Football AI | Community Q&A (Aug 29)   ⚽ Roboflow Sports repository: https://github.com/roboflow/sports 🏞️ ball, players, and referees detection dataset: https://universe.roboflow.com/roboflo... 🏞️ pitch keypoints detection dataset: https://universe.roboflow.com/roboflo... 📓 ball, players, and referees detection model training notebook: https://colab.research.google.com/git... 📓 pitch keypoints detection model training notebook: https://colab.research.google.com/git... 📓 football AI notebook: https://colab.research.google.com/git... ⚽ Ball Tracking in Sports with Computer Vision blog post: https://blog.roboflow.com/tracking-ba... ⚽ Camera Calibration in Sports with Keypoints blog post: https://blog.roboflow.com/camera-cali... Stay updated with the projects I'm working on at https://github.com/roboflow and https://github.com/SkalskiP! ⭐