Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.
Transfer Learning
with Spark and
BigDL
Alex Kalinin | VP, AI/Machine Learning | Sizmek
https://www.linkedin.com/in/alexkal...
Hierarchical Visual Cortex
Lines,
Dots
Orientation,
Movement
High-Level
Shapes
Alex Kalinin
https://www.alexkalinin.com
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 Kali...
Freeze
Alex Kalinin
https://www.alexkalinin.com
RetrainFreeze
Alex Kalinin
https://www.alexkalinin.comFlower Images: https://www.tensorflow.org/hub/tutorials/image_retrai...
Alex Kalinin
https://www.alexkalinin.comSource: https://www.clarifai.com/technology
Freeze
Alex Kalinin
https://www.alexkalinin.comSource: https://www.clarifai.com/technology
Freeze
Daisy
Dandelion
Roses
…
Alex Kalinin
https://www.alexkalinin.com
Flower Images: https://www.tensorflow.org/hub/tuto...
Inception Model Architecture
Alex Kalinin
https://www.alexkalinin.com
Source: https://arxiv.org/pdf/1409.4842v1.pdf
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 ...
Alex Kalinin
https://www.alexkalinin.com
Source: https://unsplash.com/
Source: https://towardsdatascience.com/a-simple-gui...
Inception Module
Alex Kalinin
https://www.alexkalinin.com
Source: https://arxiv.org/pdf/1409.4842v1.pdf
Inception V1
Alex Kalinin
https://www.alexkalinin.com
Source: https://arxiv.org/pdf/1409.4842v1.pdf
Freeze
Daisy
Dandelion
Roses
…
Optimization
Alex Kalinin
https://www.alexkalinin.com
Compute Once
Daisy
Dandelion
Roses
…
Optimization
Inception V1
Compute Once Train
Alex Kalinin
https://www.alexkalinin.com
Source: https://arxiv.org/pdf/1409.4842v1.pdf
Workshop
Alex Kalinin
https://www.alexkalinin.com
Upcoming SlideShare
Loading in …5
×

Transfer Learning With Apache Spark and Big DL

79 views

Published on

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

Published in: Data & Analytics
  • Be the first to comment

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

×