CS663 | computer vision
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Tensorflow w/Keras

  • Tensorflow resources
    • VIDEO -explaining an older version of Android Tensorflow example found here in mobile examples
    • Using Tensorboard(try the colab work on the getting started):  First Video Intro,     Second Video Intro,       Whats new in latest version Video
    • MY Tips on Tensorboard
    • Set of Examples from Google can clone/download
  • Tensorflow w/Keras Beginng example
  • Tensorflow 2 Keras Image CNN Google example AND Go Over these Google examples:
    • Tensorflow 2 w/Keras: Image Classification @ Google (shows augmenting images through flipping & rotating
    • Tensorflow 2 w/Keras: Transfer learning from MobileNet
    • Tensorflo THub - sharing pretrained models

  • Tensorflow 2 (featuring Keras) CODE snippets
  • Tensorflow 2 w/Keras - Checkpoints, Save&Load Model & Convert to mobile TFLite(from python)
  • ABOUT: document on retraining with Object Detection API on Tensorflow 2+
  • Comparing MobileNet on normal TensorFlow verus TFLite - try for fun
  • Another TF w/Keras CNN Model example
  • Tensorflow TFLite AND Android AND Watch video on TFLite
    • Android and Object Detection Example Explained
    • Google list of examples (some vision some not) --caution make sure they are up to date
    • visualize tflite file (try on own --I have not used this)
  • Special Considerations:
    • Aconda - working with groups or different environments / different versions of software
    • Performance
  • Google AI Platform - currently supported versions of Tensorflow
  • A Word about Data

  • Desktop Python + OpenCV + Tensorflow w/Keras Live Video Capture&Prediction with options for webcam or IP Camera

 

cs663:computer vision

  • home
  • outline
  • projects
  • syllabus
  • links