Democratization of Artifical Intelligence

Democratization of Artifical Intelligence

Find a recording of this talk at:
https://www.youtube.com/watch?v=zR70ApCYU7c

643cd45dcfa73b072018046e39ed36d1?s=128

Frank Munz

October 10, 2019
Tweet

Transcript

  1. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Dr. Frank Munz, Technical Evangelist, AWS @frankmunz Democratization of Machine Learning Digital Transformation Expo London
  2. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. https://arxiv.org/pdf/1702.02277.pdf 20+ Years ago: CMAC
  3. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved.
  4. None
  5. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 6 © 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Amazon Trademark 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 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 F O R E C A S T T 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 Models without training data (REINFORCEMENT LEARNING) Algorithms & models ( A W S M A R K E T P L A C E ) Language Forecasting Recommendations NEW NEW NEW NEW NEW NEW NEW NEW NEW
  6. AWS Sagemaker with Jupyter Notebook

  7. Amazon SageMaker 1 2 3

  8. Training ResNet-50 with the ImageNet dataset using our optimized build

    of Tensorflow 1.11 on a c5.18xlarge instance type is 11x faster than training on the stock binaries. Optimizing Tensorflow for Amazon EC2 instances C5 instances (Intel Skylake) 65% 90% P3 instances (NVIDIA V100)
  9. Built-in algorithms for Deep Learning [electric_guitar], with probability 0.671 Image

    classification Object Detection Semantic Segmentation Time-series (DeepAR) Machine translation (seq2seq) Word embeddings (Word2Vec) General-purpose embeddings (Object2Vec)
  10. © 2019, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. Amazon Confidential and Trademark AWS Marketplace for Machine Learning Domain Specific Computer Vision Applications • Industrial worker safety – protective gear, equipment detection • Insurance claim automation – vehicle damage detection, type and year detection • Security – passport page detection • Brand air time attribution – brand logo detection, activity detection Find, buy and use pre-trained models or algorithms on Amazon SageMaker
  11. AWS Rekognition

  12. SkinVision Together we care • Early detection of skin cancer

    – 1 in 5 people get skin cancer – Act when it’s most treatable – Awareness is key • Using your smartphone • Scientifically proven technology • At the level of a specialized dermatologist • Available globally* * Coming to USA & Canada Assessment Result
  13. SkinVision Machine Learning at Scale Feature extraction Classifier LOW RISK

  14. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 15 15 Amazon Fulfillment Center
  15. Machine Learning Unsupervised Learning

  16. https://hub.packtpub.com/introduction- clustering-and-unsupervised-learning/

  17. Machine Learning Supervised Learning

  18. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 19 19 https://twitter.com/teenybiscuit
  19. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 20 © 2017, Amazon Web Services, Inc. or its Affiliates. All rights reserved. 20 Here be dragons
  20. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 21 21 How does Reinforcement Learning work? https://gym.openai.com/ Reinforcement Learning
  21. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. Amazon Confidential and Trademark HD Video Camera Gyroscope for direction and orientation Accelerometer for measuring change in speed Two batteries: one to power on-board compute, one to drive motors Dual-core Intel Atom® Processor Introducing AWS DeepRacer All wheel drive, monster truck chassis Suspension mounted high for a view of the road Both accelerometer and gyroscope useful in the future for building more sophisticated models such as finding the perfect racing line or path finding
  22. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. Amazon Confidential and Trademark AWS DeepRacer: How does it work? 3D simulator with virtual car and track Rewards RL algorithm
  23. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 24 24 How does Reinforcement Learning work? Reinforcement Learning
  24. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 25 25 Gamification of ML -> Democratization
  25. © 2018, Amazon Web Services, Inc. or its Affiliates. All

    rights reserved. 26 26 Amazon Scout
  26. Our mission at AWS Put AI and machine learning in

    the hands of every developer @frankmunz