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← All courses (Course 02 · Images and video · 5 lessons)

Seeing.

Classify a photo, find objects, cut them out pixel by pixel and recognize the points of hands and body. With your phone's camera.

  1. 02.01 Classifying a photo 25 min

    The body that looks and the head that decides. You train your first model on the phone in ten minutes. Lab, Photo input

  2. 02.02 A good image dataset 18 min

    Variety, balanced classes, the "nothing" class, blurry photos and duplicates. How to split the photos without cheating.

  3. 02.03 Finding objects 20 min

    Boxes, overlap and duplicates to remove. How the models of the YOLO family work. Live detector

  4. 02.04 Cutting out pixel by pixel 16 min

    Semantic and instance segmentation, and a model that estimates depth from a single photo. Live segmentation

  5. 02.05 Hands, body, face 22 min

    A ready-made model finds the 21 points of the hand. Yours learns the gestures you choose. Lab, Hand input

The course review → The key concepts and new questions, once you've finished the lessons.

(Next course · 03) Listening