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Digital Transformation

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Drive digital transformation using AI. AWS Initiate Day, Austin, TX

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Digital Transformation

  1. 1. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved. Drive digital transformation using AI
  2. 2. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Centerpiece for digital transformation Customer experience Business operations Decision making Innovation Competitive advantage of digital transformation initiatives supported by AI in 201940%
  3. 3. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Our mission at AWS Put machine learning in the hands of every developer
  4. 4. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Our unique approach Customer-focused 90%+ of our ML roadmap is defined by customers Breadth & depth More AI and ML services in production than any other provider Embedded R&D Customer-centric approach to advancing the state of the art Security & analytics Deepest set of security and encryption features, with robust analytics capabilities Multi-framework Support for the most popular frameworks Pace of innovation 200+ new ML launches in the last year
  5. 5. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T customers have used machine learning on AWS 10,000+ AWS holds the top spots on Stanford’s deep learning benchmark, DAWN, for fastest training time, lowest cost, lowest inference latency of TensorFlow projects in the cloud run on AWS85% of deep learning in the cloud runs on AWS81%
  6. 6. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T More machine learning happens on AWS than anywhere else
  7. 7. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Culture Technology
  8. 8. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Bringing AI into your digital transformation requires a new “stack” that makes it easier to put ML to work Technology
  9. 9. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon ML stack: Broadest & deepest set of capabilities A I S E R V I C E S Vision | Documents | Speech | Language | Chatbots | Forecasting | Recommendations M L S E R V I C E S Data labeling | Pre-built algorithms & notebooks | One-click training and deployment Build, train, and deploy machine learning models fast Easily add intelligence to applications without machine learning skills Flexibility & choice, highest-performing infrastructure Support for ML frameworks | Compute options purpose-built for ML
  10. 10. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon ML stack: Broadest & deepest set of capabilities A I S E R V I C E S 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 A M A Z O N T R A N S C R I B E A M A Z O N T R A N S L A T E A M A Z O N C O M P R E H E N D & C O M P R E H E N D M E D I C A L A M A Z O N L E X R E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N A M A Z O N F O R E C A S T A 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 D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e A M A Z O N E L A S T I C C O M P U T E C L O U D ( A M A Z O N E C 2 ) P 3 & P 3 d n E C 2 C 5 F P G A s A W S I o T G R E E N G R A S S A M A Z O N E L A S T I C I N F E R E N C E Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G ) Language Forecasting Recommendations
  11. 11. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Put AI to work for your business Pre-trained AI services that require no ML skills or training Easily add intelligence to your existing apps and workflows Quality and accuracy from continuously-learning APIs A I S E R V I C E S R E K O G N I T I O N I M A G E 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 & C O M P R E H E N D M E D I C A L L E XR E K O G N I T I O N V I D E O Vision Speech Chatbots F O R E C A S TT E X T R A C T P E R S O N A L I Z E Language Forecasting Recommendations
  12. 12. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Put AI to work for your business Modernize your contact center to improve customer service conversational chat bots | call transcription | intelligent routing | sentiment analysis | VoC analytics text-to speech | multilingual omni-channel communication 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 L E X
  13. 13. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Simplifying registration American Heart Association (AHA) built a voice interface using Amazon Lex to simplify the registration process for their Heart Walk. • Enables Heart Walk participants to use natural language to register for the event • Voice interaction eliminates the need to read text, and accelerates the registration process
  14. 14. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Put AI to work for your business Use AI services to strengthen safety & security accurate facial analysis | identity protection | metadata extraction C O M P R E H E N D & C O M P R E H E N D M E D I C A L R E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O
  15. 15. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Combatting online child abuse Using Amazon Rekognition, Thorn has seen a 65% reduction in investigation time, which means finding more victims at a faster pace.
  16. 16. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Automate media workflows to reduce costs & monetize content content moderation | contextual ad insertion | searchable media library custom facial recognition | multi-language metadata search C O M P R E H E N DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O T R A N S C R I B E T R A N S L A T E T E X T R A C T Put AI to work for your business
  17. 17. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Scaling video indexing C-SPAN uses Amazon Rekognition to automatically index video news footage for search. With Rekognition, C-SPAN reduced indexing time per video from 1 hour to 20 minutes and uploaded 97,000 images in under 2 hours.
  18. 18. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Put AI to work for your business Reduce localization costs & improve accuracy custom vocabulary | timestamp generation | secure real-time translation | language identification 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
  19. 19. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Scaling real-time translation Using Amazon Translate, Lionbridge is able to scale machine translation in order to localize content faster and in more languages. Using Translate, Lionbridge was able to reduce translation costs by 20 percent.
  20. 20. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Understand the voice of your customer sentiment analysis | app localization | translation services | transcription services | cataloging media | accessibility 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 DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O Put AI to work for your business
  21. 21. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Targeted customer acquisition VidMob uses Amazon Rekognition and Amazon Transcribe for metadata extraction and sentiment analysis, to help marketers understand which videos resonate with audiences. This allows marketers to promote targeted content to acquire new customers.
  22. 22. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Personalize customer experiences with targeted recommendations recommendation technology used by Amazon.com | context-aware recommendations sentiment analysis | VoC analytics P E R S O N A L I Z E C O M P R E H E N DR E K O G N I T I O N I M A G E R E K O G N I T I O N V I D E O NEW Put AI to work for your business
  23. 23. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Personalizing customer experiences Domino’s uses Amazon Personalize to customize and scale relevant marketing communications to customers based on time, context, and content, thereby improving and enhancing their experience with the Domino’s brand.
  24. 24. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Accurately forecast future business outcomes forecasting technology used by Amazon.com | multiple time-series data forecast scheduling & visualization | supply chain integration F O R E C A S T NEW Put AI to work for your business
  25. 25. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Increase efficiency with automated document analysis optical character recognition (OCR) | automatic data extraction | natural language processing intelligent search | text analytics C O M P R E H E N D & C O M P R E H E N D M E D I C A L T E X T R A C T NEW Put AI to work for your business
  26. 26. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Clinical Trial Patient Identification Comprehend Medical is helping to identify patients for clinical trials who may benefit from specific cancer therapies. Fred Hutch was able to evaluate millions of clinical notes to extract and index medical conditions, medications, and choice of cancer therapeutic options, reducing the time to process each document from hours, to seconds.
  27. 27. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon ML stack: Broadest & deepest set of capabilities A I S E R V I C E S R E K O G N I T I O N I M A G E 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 & C O M P R E H E N D M E D I C A L L E XR E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N F O R E C A S TT E X T R A C T P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G ) Language Forecasting Recommendations
  28. 28. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T ML was too complicated for everyday developers Collect and prepare training data Choose and optimize your ML algorithm 1 2 3 Train and tune model (trial and error) Set up and manage environments for training Deploy model in production Scale and manage the production environment
  29. 29. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Custom machine learning for your business Amazon SageMaker Fast & accurate data labeling Built-in, high performance algorithms & notebooks B U I L D 1 One-click training and tuning T R A I N Model optimization 2 Fully managed hosting with auto-scaling and elastic inference One-click deployment D E P L O Y 3
  30. 30. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Custom machine learning for your business One-click model training & deployment 10x better algorithm performance Train once run anywhere AMAZON SAGEMAKER 70% cost reduction for data labeling using Ground Truth 2x performance increases from model optimization with Neo 75% cost reduction for inference with Elastic Inference R E D U C E C O S T S I N C R E A S E P E R F O R M A N C E E A S E - O F - U S E
  31. 31. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Advancing pharma research & discovery Celgene uses Apache MXNet on Amazon SageMaker for toxicology prediction to virtually analyze biological impacts of potential drugs without putting patients at risk. A model that once took 2 months to train can now be trained in 4 hours.
  32. 32. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Fueling product innovation Using Amazon SageMaker, Intuit developed ML models that can pull a year’s worth of bank transactions to find deductible business expenses for customers. Using SageMaker, Intuit reduced machine learning deployment time by 90%, from 6 months to 1 week.
  33. 33. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Driving better healthcare outcomes Using Amazon SageMaker, GE Healthcare developed an ML model that can learn from thousands of medical scans to detect anomalies more accurately and efficiently, allowing radiologists to prioritize patients needing immediate attention.
  34. 34. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Optimizing supply chain operations Using Amazon SageMaker, Convoy builds and trains machine learning models to optimize driver schedules and to ensure load balancing, capacity planning, pricing and payments.
  35. 35. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Accelerating financial analysis Using TensorFlow on Amazon SageMaker, Siemens Financial Services developed an NLP model to extract critical information to accelerate investment due diligence, reducing time to summarize diligence documents from 12 hours down to 30 seconds.
  36. 36. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T M L F R A M E W O R K S & I N F R A S T R U C T U R E The Amazon ML stack: Broadest & deepest set of capabilities A I S E R V I C E S R E K O G N I T I O N I M A G E 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 & C O M P R E H E N D M E D I C A L L E XR E K O G N I T I O N V I D E O Vision Speech Chatbots A M A Z O N S A G E M A K E R B U I L D T R A I N F O R E C A S TT E X T R A C T P E R S O N A L I Z E D E P L O Y Pre-built algorithms & notebooks Data labeling (G R O U N D T R U T H ) One-click model training & tuning Optimization (N E O ) One-click deployment & hosting M L S E R V I C E S F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E Reinforcement learningAlgorithms & models ( A W S M A R K E T P L A C E F O R M A C H I N E L E A R N I N G ) Language Forecasting Recommendations
  37. 37. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Highest-performing infrastructure for your business Fastest and lowest-cost compute options for ML workloads Elastic compute to provision just-right compute for your ML workloads Build custom algorithms using the ML frameworks M L F R A M E W O R K S & I N F R A S T R U C T U R E F r a m e w o r k s I n t e r f a c e s I n f r a s t r u c t u r e E C 2 P 3 & P 3 d n E C 2 C 5 F P G A s G R E E N G R A S S E L A S T I C I N F E R E N C E
  38. 38. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T The best place to run TensorFlow Amazon SageMaker is the best place to run TensorFlow in the cloud S T O C K T E N S O R F L O W A W S - O P T I M I Z E D T E N S O R F L O W • Fully-managed training and hosting • Near-linear scaling across 100s of GPU • 75% lower inference costs with Amazon Elastic Inference • 3x faster network throughput with EC2 P3 65% 90% S c a l i n g e f f i c i e n c y w i t h 2 5 6 G P U s
  39. 39. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Store & retrieve your data Comprehensive analytics Protect your data Delivers 99.999999999% durability Up to 400% faster data queries Deepest set of security & encryption features The broadest & deepest capabilities for machine learning
  40. 40. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Culture Setting your organization up for success
  41. 41. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Assess your structured and unstructured data sources Create the loop 1. Connect technology initiatives with business outcomes Advance your data strategy Put machine learning in the hands of your developers Organize for success 2. 3. ?
  42. 42. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T Data Lakes unlock the potential of BI and AI/ML Effective data lakes help: • Attract and retain customers • Boost productivity • Proactively maintain devices • Make informed decisions Aberdeen Research concluded that data lake leaders realize higher organic revenue growth (+9%) and profit (+4%) compared to followers Data Lake Storage |Archival |Catalog Machine Learning Analytics on-premises real-time Data Movement
  43. 43. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T • Build machine learning models in Amazon SageMaker • Train, test, and iterate on the track using the AWS DeepRacer 3D racing simulator • Compete in the world’s first global autonomous racing league, to race for prizes and a chance to advance to win the coveted AWS DeepRacer Cup AWS DeepRacer A fully autonomous 1/18th-scale race car designed to help you learn about reinforcement learning through autonomous driving
  44. 44. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T • Purpose-built for ML-skills development • Fully programmable & customizable • Build custom Amazon SageMaker models • 10-minutes to your first deep learning project AWS DeepLens The world’s first deep learning-enabled video camera for developers
  45. 45. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T MLSolutionsLab Brainstorming Custom modeling Training Work side-by-side with Amazon experts Practical education on ML for new & experienced practitioners Based on the same material used to train Amazon developers How we can help… AWS Machine Learning University
  46. 46. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.S U M M I T ml.aws
  47. 47. © 2019, Amazon Web Services, Inc. or its affiliates. All rights reserved.

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