ml5.js Pose Estimation with PoseNet

In this video I cover pose estimation: finding the keypoints of person's pose and skeleton using the pre-trained machine learning model PoseNet (in JavaScript with p5.js and ml5.js). Code: https://thecodingtrain.com/tracks/ml5...

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p5.js Web Editor Sketches:
🕹️ Pose Estimation with PoseNet: https://editor.p5js.org/codingtrain/s...
🕹️ ml5 PoseNet Single Image Example: https://editor.p5js.org/ml5/sketches/...

🎥 Previous:    • ml5: Neural Network Regression  
🎥 Next:    • ml5.js: Pose Classification with Pose...  
🎥 All:    • Beginners Guide to Machine Learning i...  

Reference:
💻 ml5.js PoseNet: https://learn.ml5js.org/#/reference/p...
💻 PoseNet GitHub Page: https://github.com/tensorflow/tfjs-mo...
📓 Pose Estimation TensorFlow Article: https://www.tensorflow.org/lite/examp...
💻 COCO Dataset Explorer: https://cocodataset.org/#explore
💻 Real-time Human Pose Estimation in the Browser with TensorFlow.js:   / real-time-human-pose-estimation-in-the-bro...  
📓 Humans of AI: https://humans-of.ai/editorial/

Videos:
🚂    • Hour of Code with p5.js and PoseNet  
🚂    • Teachable Machine 1: Image Classifica...  

Timestamps:
0:00 Introduction
1:05 Keypoints on PoseNet skeleton
1:40 Important questions to ask about ML models
2:07 COCO Dataset and other references
3:00 Let's Code
3:38 poseNet()
3:55 Documentation
4:28 Setting a pose event
5:53 Score
7:20 Daniel the red-nosed coder.
8:58 Estimating distance from camera
10:00 Keypoints array
11:19 Skeleton
12:55 Train a classifier

Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound

🚂 Website: https://thecodingtrain.com/
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🔗 p5.js: https://p5js.org
🔗 p5.js Web Editor: https://editor.p5js.org/
🔗 Processing: https://processing.org

📄 Code of Conduct: https://github.com/CodingTrain/Code-o...

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#posenet #estimation #machinelearningml #ml5js #p5js