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Transfer Learning
with Spark and
BigDL
Alex Kalinin | VP, AI/Machine Learning | Sizmek
https://www.linkedin.com/in/alexkalinin/
http://alexkalinin.com
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 Kalinin
https://www.alexkalinin.comSource: https://www.clarifai.com/technology
Freeze
Alex Kalinin
https://www.alexkalinin.com
RetrainFreeze
Alex Kalinin
https://www.alexkalinin.comFlower Images: https://www.tensorflow.org/hub/tutorials/image_retraining
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/tutorials/image_retraining
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 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
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
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

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Transfer Learning With Apache Spark and Big DL