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Google Cloud Vision API


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Google Cloud Vision API enables developers to understand the content of an image by encapsulating powerful machine learning models in an easy to use REST API. It quickly classifies images into thousands of categories (e.g., "sailboat", "lion", "Eiffel Tower"), detects individual objects and faces within images, and finds and reads printed words contained within images. You can build metadata on your image catalog, moderate offensive content, or enable new marketing scenarios through image sentiment analysis. Analyze images uploaded in the request or integrate with your image storage on Google Cloud Storage.

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Google Cloud Vision API

  1. 1. Google Cloud Vision, how your applications can see and understand the world
  2. 2. +Michel Pereira @michelpereira Cloud Solutions Engineer Google Cloud
  3. 3. What we’ll cover Machine learning in 5 minutes 30 seconds Large scale neural network on Google Cloud Large-scale neural network for everyone TensorFlow
  4. 4. Machine learning in 5 minutes 30 seconds
  5. 5. ConvNets
  6. 6. Google Brain. Large scale neural network on Google Cloud
  7. 7. Enterprise Google Cloud is The Datacenter as a Computer
  8. 8. Jupiter network 10 GbE x 100 K = 1 Pbps Consolidates servers with microsec latency
  9. 9. Borg No VMs, pure containers 10K - 20K nodes per Cell DC-scale job scheduling CPUs, mem, disks and IO
  10. 10. 13 Google Cloud + Neural Network = Google Brain
  11. 11. Large-scale neural network for everyone
  12. 12. Pre-trained models. No ML skill required REST API: receives images and returns a JSON $2.5 or $5 / 1,000 units (free to try) Cloud Vision API
  13. 13. Confidential & ProprietaryGoogle Cloud Platform 19 Why Choose Vision API? Moderate inappropriate content Image sentiment analysisInsight from your images Easily detect broad set of objects in your images, from flowers, animals, or transportation to thousands of other object categories commonly found within images. Moderate offensive content from your crowd-sourced images by detecting images with adult or violent content. Understand product logo association using emotional facial attributes, object detection and product logo detection.
  14. 14. 20 Street nameStreet number Street View Sign Business facade Sign Business name Traffic light Traffic signStreet number
  15. 15. 21 [glacier] Google Photos 21
  16. 16. 22 Google Translate 22
  17. 17. Confidential & ProprietaryGoogle Cloud Platform 23 ● Google Cloud Vision API provides the broadest set of vision scenarios from one single API 1. Label Detection 2. OCR 3. Explicit Content Detection 4. Facial Detection 5. Landmark Detection 6. Logo Detection ● Integrated: Vision API is integrated with other Google Cloud platform products. ● Easy to use API: Inline image with JSON Response. ● Pay as you go model: Users to pay only for what they use with no upfront commitments. Vision API
  18. 18. Confidential & ProprietaryGoogle Cloud Platform 24Confidential & ProprietaryGoogle Cloud Platform 24 Demo
  19. 19. Confidential & ProprietaryGoogle Cloud Platform 25
  20. 20. Confidential & ProprietaryGoogle Cloud Platform 26
  21. 21. Confidential & ProprietaryGoogle Cloud Platform 27
  22. 22. TensorFlow
  23. 23. The Machine Learning Spectrum TensorFlow Cloud Machine Learning Machine Learning APIs Industry / applications Academic / research
  24. 24. Google's open source library for machine intelligence launched in Nov 2015 The second generation Used by many production ML projects What is TensorFlow?
  25. 25. Summary
  26. 26. Links & Resources Large Scale Distributed Systems for Training Neural Networks, Jeff Dean and Oriol Vinals Cloud Vision API: Cloud Speech API: TensorFlow: Cloud Machine Learning: Cloud Machine Learning: demo video
  27. 27. Thank you!