TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM - Enterprise Deep Learning.pdf
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6/8/2017
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TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM - Enterprise Deep Learning.pdf
- 1. TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017 Want to learn live in New York? I am teaching the Deploying Deep Learning Track at Deep Learning Conf® Tickets are available now: www.DeepLearningConf.com
- 2. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017 TensorFlow Serving
- 3. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017 Deep Learning on Mobile
- 4. Deeplearning4j on the JVM TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017 Deeplearning4j on the JVM
- 5. Part 1 of 3 TensorFlow Serving TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017
- 6. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Exporting Your Model http://www.nqbao.com/blog/2017/02/tensorflow-exporting-model-for-serving/ 6/8/2017
- 7. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Question Answering at Zendesk https://medium.com/zendesk-engineering/how-zendesk-serves-tensorflow-models-in-production-751ee22f0f4b 6/8/2017
- 8. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Training to Production https://medium.com/zendesk-engineering/how-zendesk-serves-tensorflow-models-in-production-751ee22f0f4b 6/8/2017
- 9. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Inception V1 (GoogLeNet) ‘14 https://medium.com/zendesk-engineering/how-zendesk-serves-tensorflow-models-in-production-751ee22f0f4b 6/8/2017 https://www.quora.com/What-is-the-vanishing-gradient-problem think Oxford’s VGG 16 https://arxiv.org/pdf/1409.4842.pdf
- 10. TensorFlow Serving TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam https://research.googleblog.com/2016/08/improving-inception-and-image.html 6/8/2017 Inception V3 ’15 (2x deep, ~2x memory) Softmax https://www.youtube.com/watch?v=gNhogKJ_q7U
- 11. Part 2 of 3 Deep Learning on Mobile Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017
- 12. TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Deploying TensorFlow to Android (presumably works - I don’t know because I have an iOS device) Deep Learning on Mobile https://chatbotslife.com/deploying-a-tensorflow-model-to-android-69d04d1b0cba 6/8/2017
- 13. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Inception https://github.com/hollance/Forge 6/8/2017 http://machinethink.net/blog/forge-neural-network-toolkit-for-metal/ https://youtu.be/XxDbKlIomhc
- 14. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam https://github.com/hollance/Forge 6/8/2017 http://machinethink.net/blog/forge-neural-network-toolkit-for-metal/ YOLO https://youtu.be/OUdN4srAtRA
- 15. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam https://github.com/hollance/Forge 6/8/2017 http://machinethink.net/blog/forge-neural-network-toolkit-for-metal/ MobileNets https://youtu.be/0vBsU__JTlA
- 16. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam https://github.com/hollance/Forge 6/8/2017 http://machinethink.net/blog/forge-neural-network-toolkit-for-metal/ MNIST (of course) https://youtu.be/EL78-Rgoyfw
- 17. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam .dat or .bin files https://github.com/LunarFlash/convolutional-neural-network-image-recognition https://www.youtube.com/watch?v=EYP7099z6kk 6/8/2017
- 18. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Speech Recognition and API call https://github.com/marcdown/SayWhat https://www.youtube.com/watch?v=uM4Gav8Tk8A&feature=youtu.be 6/8/2017
- 19. Deep Learning on Mobile TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Live Video Captioning https://github.com/zats/SpeechRecognition https://www.youtube.com/watch?v=Xt8o3dlH7uQ 6/8/2017
- 20. Part 3 of 3 Deeplearning4j on the JVM TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam 6/8/2017
- 21. TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Deeplearning4j is a Deep Learning Framework that runs on the JVM https://deeplearning4j.org/ 6/8/2017
- 22. TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Today in the DL4j Gitter https://gitter.im/deeplearning4j/deeplearning4j 6/8/2017
- 23. Deeplearning4j on the JVM TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam DL4j Integrates with Spark for Distributed Deep Learning https://www.slideshare.net/jpatanooga/deep-learning-with-dl4j-hadoop-summit-2015/17 6/8/2017
- 24. Deeplearning4j on the JVM TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam From S3 to DL4j to Spark https://dzone.com/articles/deep-learning-on-the-jvm 6/8/2017
- 25. Deeplearning4j on the JVM TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Python Java for Training, Java for Deploy https://youtu.be/R3lzuXPbybY?t=5m41s 6/8/2017
- 26. Thank you TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam Sam@EDeepLearning.com Thank you to Google, Yoni Tsafir, Skymind, Bat Nguyen, ZenDesk, Others who have published diagrams and photos. Slides are for today only. Always looking for new members & new locations in Cambridge, US or NYC & new speakers to present on Deep Learning in Production topics https://www.slideshare.net/anirudhkoul/squeezing-deep-learning-into-mobile-phones/77 6/8/2017