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.
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
17. 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)
http://cloud.google.com/vision
https://github.com/GoogleCloudPlatform/cloud-vision
Cloud Vision API
18.
19. 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.
23. 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
29. The Machine Learning Spectrum
TensorFlow Cloud Machine Learning Machine Learning APIs
Industry / applications
Academic / research
30. Google's open source library for
machine intelligence
tensorflow.org launched in Nov 2015
The second generation
Used by many production ML projects
What is TensorFlow?
32. Links & Resources
Large Scale Distributed Systems for Training Neural Networks, Jeff Dean and
Oriol Vinals
Cloud Vision API: cloud.google.com/vision
Cloud Speech API: cloud.google.com/speech
TensorFlow: tensorflow.org
Cloud Machine Learning: cloud.google.com/ml
Cloud Machine Learning: demo video