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Enriching your app with Image recognition and AWS AI services Hebrew Webinar

Artificial Intelligence services on the AWS cloud bring machine learning technologies such as image recognition and computer vision within reach of every developer.In this session, you will be introduced to AWS AI services for developers and learn how to use one of them, Amazon Rekognition, to add new capabilities to your applications.

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Enriching your app with Image recognition and AWS AI services Hebrew Webinar

  1. 1. © 2019, Amazon Web Services, Inc. or its Affiliates. Enriching your App with Image Recognition and AWS AI Services Boaz Ziniman, Technical Evangelist Amazon Web Services @ziniman ziniman
  2. 2. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman • The History of Image Recognition • Introduction to the AWS AI Services • Amazon Rekognition and the different APIs • Use Cases • Demos Agenda
  3. 3. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman • Classification, Detection, segmentation • Face Detection • Face Verification • Face Recognition • Text Detection Image Processing
  4. 4. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Convolutional Neural Networks (CNN) Le Cun, 1998: handwritten digit recognition, 32x32 pixels https://devblogs.nvidia.com/parallelforall/deep-learning-nutshell-core-concepts/
  5. 5. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Our deep experience with AI/ML differentiates our approach Product recommendation engine Robot-enabled fulfillment centers New product categories Amazon has invested in AI/ML since our inception, and we share our knowledge and capabilities with our customers 20181995 Natural language processing-supported contact centers ML-driven supply chain and capacity planning Checkout-free shopping using deep learning
  6. 6. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Our mission at AWS Put machine learning in the hands of every developer
  7. 7. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman 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 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 The Amazon ML stack: Broadest & deepest set of capabilities
  8. 8. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon SageMaker Machine learning for every developer and data scientist.
  9. 9. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon SageMaker: Build, train, and deploy ML 1 2 3 1 2 3
  10. 10. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman 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 Put AI to work for your business
  11. 11. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon Rekognition Easily add intelligent image and video analysis to your applications.
  12. 12. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon Rekognition: Deep Learning-Based Image and Video Analysis
  13. 13. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon Rekognition Benefits Low cost Your data is your ownServerless Rapid integration State of the art capabilities Continuous improvement
  14. 14. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon Rekognition Image Object and scene detection Facial analysis Face recognition Text in image Unsafe image detection Celebrity recognition Face comparison
  15. 15. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Object & Scene Detection
  16. 16. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Smiling? Facial Analysis
  17. 17. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Crowd Detection – up to 100 faces
  18. 18. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Facial Search
  19. 19. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Explicit Nudity Nudity Graphic Male Nudity Graphic Female Nudity Sexual Activity Partial Nudity Suggestive Female Swimwear or Underwear Male Swimwear or Underwear Revealing Clothes Image Moderation
  20. 20. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Celebrity Recognition
  21. 21. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Text in Image
  22. 22. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman DEMO https://github.com/ziniman/aws-rekognition-demo
  23. 23. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Amazon Rekognition Video Deep Learning-based video analysis service
  24. 24. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Video Analysis
  25. 25. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman
  26. 26. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman 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.
  27. 27. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Real-time identity verification Aella Credit uses Amazon Rekognition to analyze images to verify an individual’s identity in real-time without human intervention, allowing it to provide instant loans to eligible customers through its mobile app.
  28. 28. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman boazz: ~/ aws rekognition detect-labels --image '{"S3Object":{"Bucket":"demos.ziniman.com","Name":"photos/reko.jpg"}}’ { "Labels": [ { "Confidence": 99.14048767089844, "Name": "Human" }, { "Confidence": 99.1404800415039, "Name": "People" }, { "Confidence": 99.14048767089844, "Name": "Person" }…… Rekognition API Example
  29. 29. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman boazz: ~/ aws rekognition detect-faces --image '{"S3Object":{"Bucket":"demos.ziniman.com","Name":"photos/reko.jpg"}}' --attributes "ALL” { "FaceDetails": [ { .... "Gender": { "Confidence": 99.9211654663086, "Value": "Male" }, "AgeRange": { "High": 52, "Low": 35 }, .... Rekognition API Example
  30. 30. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Rekognition Lambda Python Example
  31. 31. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Demo – https://reko.ziniman.com https://github.com/ziniman/aws-serverless-website-photo-tagging
  32. 32. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Serverless Website – reko.ziniman.com Amazon Cognito JavaScript SDK https://reko.ziniman.com • Write images into Images Bucket • Read list of images • Read data from DynamoDB Static Site Bucket Images Bucket Lambda Function Role Amazon DynamoDB Amazon CloudFront Amazon Rekognition
  33. 33. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Serverless Website – reko.ziniman.com JavaScript SDK • Read image from Images Bucket • Execute Rekognition detect_moderation_labels() • Execute Rekognition detect_labels() • Write data to DynamoDB• Write images into Images Bucket • Read list of images • Read data from DynamoDB Amazon Cognito Static Site Bucket Images Bucket Lambda Function Amazon DynamoDB Amazon CloudFront Amazon Rekognition Role Role Lambda Function Amazon API Gateway
  34. 34. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Serverless Website – reko.ziniman.com JavaScript SDK Static Site Bucket Images Bucket Amazon DynamoDB Amazon CloudFront Lambda Function Amazon RekognitionAmazon API Gateway
  35. 35. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman Serverless Website – reko.ziniman.com JavaScript SDK [ {"photo_id": "IMG_2018920-213126787.jpg”}, {"photo_id": "IMG_2018920-213320377.jpg"} ] Static Site Bucket Images Bucket Amazon DynamoDB Amazon CloudFront Lambda Function Amazon RekognitionAmazon API Gateway
  36. 36. © 2019, Amazon Web Services, Inc. or its Affiliates. @ziniman • https://aws.amazon.com/rekognition/ • https://aws.amazon.com/blogs/machine-learning/ • https://aws.amazon.com/blogs/machine-learning/classify-your-own- images-using-amazon-sagemaker/ • https://github.com/ziniman/aws-rekognition-demo • https://github.com/ziniman/aws-serverless-website-photo-tagging Where to Start?
  37. 37. © 2019, Amazon Web Services, Inc. or its Affiliates. Thank You! Boaz Ziniman, Technical Evangelist Amazon Web Services @ziniman ziniman

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