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Building Your Smart Applications with Amazon AI.pdf

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In this webinar, you will learn how to easily add Amazon AI services to your own applications. Find out how to access image and video analysis, text to speech, speech to text, translation, natural language processing: all of which are just an API call away.

Through code-level demos of Amazon SageMaker, Amazon Translate, Amazon Polly, Amazon Transcribe, Amazon Comprehend, Amazon Rekognition, we'll show you how to quickly get started with these services, with zero AI expertise required.

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Building Your Smart Applications with Amazon AI.pdf

  1. 1. Building Your Smart Applications with Amazon AI Julien Simon, AI Evangelist, EMEA @julsimon https://medium.com/@julsimon
  2. 2. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Put Machine Learning in the hands of every developer and data scientist Our mission
  3. 3. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application Services Platform Services Frameworks & Infrastructure API-driven services: Vision & Language Services, Conversational Chatbots Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference. Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run inference on trained models.
  4. 4. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Application Services API-driven services: Vision & Language Services, Conversational Chatbots
  5. 5. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Rekognition Object and scene detection Facial analysis Face comparison Celebrity recognition Image moderation Text in image Amazon Rekognition: image content
  6. 6. Amazon Rekognition Video: video content
  7. 7. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Polly “Hejsan! Jag heter Astrid och läser upp det som skrivs här.” Amazon Polly: text to speech
  8. 8. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Translate Real-time translation Powered by deep learning 12 Language pairs (more to come) Language detection
  9. 9. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Available in preview today Support for telephony audio Timestamp generation Intelligent punctuation and formatting Recognize multiple speakers Custom vocabulary Multiple languages Amazon Transcribe: speech to text
  10. 10. Amazon Comprehend: NLP Discover valuable insights from text Entities Key Phrases Language Sentiment Amazon Comprehend
  11. 11. Amazon Comprehend: topic modeling STORM WORLD SERIES STOCK MARKET WASHINGTON LIBRARY OF NEWS ARTICLES * Amazon Comprehend
  12. 12. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Lex Bots Salesforce Microsoft Dynamics Marketo Zendesk Web Devices Apps Facebook Messenger, Slack, Amazon Connect Mobile Mobile Hub integration Quickbooks Amazon Lex: chatbots
  13. 13. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. DEMO
  14. 14. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Platform Services Deploy machine learning models with high-performance machine learning algorithms, broad framework support, and one-click training, tuning, and inference.
  15. 15. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. End-to-End Machine Learning Platform Zero setup Flexible Model Training Pay by the second $ Amazon SageMaker Build, train, and deploy machine learning models at scale
  16. 16. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Highly-optimized machine learning algorithms BuildPre-built notebook instances Amazon SageMaker
  17. 17. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Highly-optimized machine learning algorithms One-click training for ML, DL, and custom algorithms BuildPre-built notebook instances Easier training with hyperparameter optimization Train Amazon SageMaker
  18. 18. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. One-click training for ML, DL, and custom algorithms Easier training with hyperparameter optimization Highly-optimized machine learning algorithms Deployment without engineering effort Fully-managed hosting at scale BuildPre-built notebook instances Deploy Train Amazon SageMaker
  19. 19. DEMO
  20. 20. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Frameworks & Infrastructure Develop sophisticated models with any framework, create managed, auto- scaling clusters of GPUs for large scale training, or run inference on trained models.
  21. 21. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon EC2 P3 Instances • Up to eight NVIDIA Tesla V100 GPUs • 1 PetaFLOPs of computational performance – 14x better than P2 • 300 GB/s GPU-to-GPU communication (NVLink) – 9X better than P2 • 16GB GPU memory with 900 GB/sec peak GPU memory bandwidth T h e f a s t e s t , m o s t p o w e r f u l G P U i n s t a n c e s i n t h e c l o u d
  22. 22. Amazon EC2 C5 instances AVX 512 72 vCPUs “Skylake” 144 GiB memory C5 12 Gbps to EBS 2X vCPUs 2X performance 3X throughput 2.4X memory C4 36 vCPUs “Haswell” 4 Gbps to EBS 60 GiB memory C5: N e xt Ge ne r a t io n Co m p ut e -O p t im iz e d I nst a nce s w it h I nt e l® Xe o n® S ca la b le P r o ce sso r A WS Co m p ut e o p t im iz e d inst a nce s sup p o r t t he ne w I nt e l® A VX-512 a d va nce d inst r uct io n se t , e na b ling y o u t o m o r e e f f icie nt ly r un ve ct o r p r o ce ssing w o r klo a d s w it h sing le a nd d o ub le f lo a t ing p o int p r e cisio n, such a s A I /m a chine le a r ning o r v id e o p r o ce ssing .
  23. 23. AWS Deep Learning AMI • Easy-to-launch tutorials • Hassle-free setup and configuration • Pay only for what you use • Accelerate your model training and deployment • Support for popular deep learning frameworks
  24. 24. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. A new way to learn Custom built for deep learning Broad Framework Support Deploy models from Amazon SageMaker Integrated with AWS Full programmable with AWS Lambda AWS DeepLens W o r l d ’ s f i r s t d e e p l e a r n i n g e n a b l e d v i d e o c a m e r a f o r d e v e l o p e r s
  25. 25. DEMO
  26. 26. FRAMEWORKS AND INTERFACES PLATFORM SERVICES APPLICATION SERVICES Amazon Rekognition Amazon Polly Amazon Lex Democratization of AI Amazon Rekognition Video Amazon Transcribe Amazon Comprehend Amazon SageMaker AWS DeepLens Amazon EMR Deep Learning AMI Amazon Translate
  27. 27. © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Resources https://aws.amazon.com/machine-learning https://aws.amazon.com/blogs/ai
  28. 28. Thank you! Julien Simon, AI Evangelist, EMEA @julsimon https://medium.com/@julsimon

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