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[NEW LAUNCH] Introducing AWS Deep Learning Containers

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[NEW LAUNCH] Introducing AWS Deep Learning Containers

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AWS Deep Learning Containers offers a set of Docker images for training and deploying machine learning (ML) models using popular deep learning frameworks, including TensorFlow and Apache MXNet. In this session, learn how you can use AWS Deep Learning Containers to create optimized Docker environments to build, train, and deploy ML models on Amazon EC2, Amazon Elastic Container Service (Amazon ECS), and Amazon Elastic Kubernetes Service (Amazon EKS).

AWS Deep Learning Containers offers a set of Docker images for training and deploying machine learning (ML) models using popular deep learning frameworks, including TensorFlow and Apache MXNet. In this session, learn how you can use AWS Deep Learning Containers to create optimized Docker environments to build, train, and deploy ML models on Amazon EC2, Amazon Elastic Container Service (Amazon ECS), and Amazon Elastic Kubernetes Service (Amazon EKS).

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[NEW LAUNCH] Introducing AWS Deep Learning Containers

  1. 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Introducing AWS Deep Learning Containers Satadal Bhattacharjee Principal Product Manager Amazon AI A I M 2 0 1 Andrea Olgiati Principal Engineer Amazon AI Meir Perez AI Team Leader Wix
  2. 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T 1 2 3
  3. 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Deep learning model lifecycle Training • Gather data for training and testing • Hyper-parameter tuning • Distributed training using GPUs • Cost-to-train and time-to-train Inference • Hundreds of machines • Throughput and latency important • Cost per inference and inference/sec. • Run at scale for long
  4. 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Challenges in experimentation to production AWS Deep Learning AMIs Amazon ECS Amazon EKS AWS Cloud
  5. 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  6. 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AI Services A M A Z O N R E K O G N I T I O N I M A G E A M A Z O N P O L L Y T R A N S C R I B E T R A N S L A T E C O M P R E H E N D A M A Z O N L E X A M A Z O N R E K O G N I T I O N V I D E O F O R E C A S TA M A Z O N T E X T R A C T A M A Z O N P E R S O N A L I Z E V IS IO N S P E E CH L A N G U A G E CH A T B OTS F O R E CA ST I NG R E CO M MEN DA TI ON S ML Services Amazon SageMaker Ground Truth Notebooks Algorithms + Marketplace RL Training Optimization Deployment Hosting ML Frameworks + Infrastructure EC2 P3 & P3n EC2 C5 FPGAs AWS IoT Greengrass Elastic inference F R AM EWO RKS IN T ER F ACES IN F R AS T R UCTURE AWS Deep Learning Containers
  7. 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Deep Learning Containers Quickly set up deep learning environments with optimized, pre-packaged Docker container images Get best performance automatically; no tuning required Support TensorFlow and Apache MXNet Deploy on Amazon ECS, Amazon EKS, or Amazon EC2 Customizable container images Available at no cost from Amazon Elastic Container Registry (Amazon ECR) and AWS Marketplace Amazon ECR AWS Marketplace
  8. 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Deep Learning Containers Customizable container images Support for TensorFlow, Apache MXNet Single and multi-node training and inference Optimized and customizable containers for deep learning environments
  9. 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Deep Learning Containers TensorFlow MXNet Training Inference GPU CPU
  10. 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Deep Learning Containers performance Description Improvement over stock TensorFlow Training ResNet-50 ImageNet on 8-node GPU cluster 1.27x Inference ResNet-50 inference on single node CPU 2x
  11. 11. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.
  12. 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T WIX is the pre-eminent platform for building websites, to grow your online presence. Clouds & data centers Multiple Users (website owners) ~150M Of employees in R&D 50% R&D centers 5
  13. 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Great products define Wix Novice Expert Wix ADI Wix Editor Wix Code
  14. 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Deep Learning in WIX Website layout optimization Content enhancement Automatic Element Placement and alignment Computer vision Business models Predictive analytics Super resolution Portrait segmentation Computational photography NLP
  15. 15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Deep Learning in WIX #1 Super resolution #2 Portrait & object segmentation
  16. 16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T BEFORE AFTER #1 Super Resolution #2 Portrait & Object Segmentation
  17. 17. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  18. 18. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  19. 19. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T #1 Super resolution #2 Portrait & object segmentation
  20. 20. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T #1 Super resolution #2 Portrait & object segmentation
  21. 21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T
  22. 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.SU M M I T
  23. 23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Workflow RESEARCH TRAINING & EVAL PRODUCTION Deep Learning AMI TensorFlow Production Environment DATA CURATION FEEDBACK Deployment Validation 20% of Portrait Segmentation project
  24. 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Deep Learning Containers RESEARCH TRAINING & EVAL DEPLOYMENT Same Environment for Research and Pro Easily distribute training across nodes Easier testable version control Can split resources on a single instance
  25. 25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T AWS Deep Learning Containers could decrease our time to production by 20%
  26. 26. Thank you! S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Questions/Feedback: amazon-dl-container-feedback@amazon.com
  27. 27. S U M M I T © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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