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I built a real-time sign language detector using Python, OpenCV and MediaPipe that collects hand gesture images, extracts the positions of 21 hand landmarks, trains a Random Forest Classifier to recognise each letter of the alphabet, and then uses a live webcam feed to predict which letter you are signing in real time
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