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Transfer Learning With Apache Spark and Big DL

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Presentation at Data Riders's workshop on Image Recognition with Apache Spark and BigDL.

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Transfer Learning With Apache Spark and Big DL

  1. 1. Transfer Learning with Spark and BigDL Alex Kalinin | VP, AI/Machine Learning | Sizmek https://www.linkedin.com/in/alexkalinin/ http://alexkalinin.com
  2. 2. Hierarchical Visual Cortex Lines, Dots Orientation, Movement High-Level Shapes Alex Kalinin https://www.alexkalinin.com
  3. 3. Convolutional Network 0 0 0 0 1 0 0 0 0 0 0 1 2 3 4 5 6 7 8 9 Convolution Pooling Convolution PoolingInput FC FC Alex Kalinin https://www.alexkalinin.comSource: https://www.clarifai.com/technology
  4. 4. Freeze Alex Kalinin https://www.alexkalinin.com
  5. 5. RetrainFreeze Alex Kalinin https://www.alexkalinin.comFlower Images: https://www.tensorflow.org/hub/tutorials/image_retraining
  6. 6. Alex Kalinin https://www.alexkalinin.comSource: https://www.clarifai.com/technology
  7. 7. Freeze Alex Kalinin https://www.alexkalinin.comSource: https://www.clarifai.com/technology
  8. 8. Freeze Daisy Dandelion Roses … Alex Kalinin https://www.alexkalinin.com Flower Images: https://www.tensorflow.org/hub/tutorials/image_retraining
  9. 9. Inception Model Architecture Alex Kalinin https://www.alexkalinin.com Source: https://arxiv.org/pdf/1409.4842v1.pdf
  10. 10. Source: https://www.amazon.com/Hands-Machine-Learning-Scikit-Learn-TensorFlow-ebook 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 Alex Kalinin https://www.alexkalinin.com
  11. 11. Alex Kalinin https://www.alexkalinin.com Source: https://unsplash.com/ Source: https://towardsdatascience.com/a-simple-guide-to-the-versions-of-the-inception-network-7fc52b863202 Variation in Size
  12. 12. Inception Module Alex Kalinin https://www.alexkalinin.com Source: https://arxiv.org/pdf/1409.4842v1.pdf
  13. 13. Inception V1 Alex Kalinin https://www.alexkalinin.com Source: https://arxiv.org/pdf/1409.4842v1.pdf
  14. 14. Freeze Daisy Dandelion Roses … Optimization Alex Kalinin https://www.alexkalinin.com
  15. 15. Compute Once Daisy Dandelion Roses … Optimization
  16. 16. Inception V1 Compute Once Train Alex Kalinin https://www.alexkalinin.com Source: https://arxiv.org/pdf/1409.4842v1.pdf
  17. 17. Workshop Alex Kalinin https://www.alexkalinin.com

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