NYAI - Visualizing what makes neural networks actually work by Matthew Zeiler
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Transcript of NYAI - Visualizing what makes neural networks actually work by Matthew Zeiler
Our Story
Understand every image and video to improve life
Demowww.clarifai.com/#demo
Convolutional Neural Nets
First Layer
Second Layer
Third Layer
Fourth Layer
Fifth Layer
High Quality, High Performance Platform● Scalability
REST API platform on AWS infrastructure. We scale with your business.
● SpeedModels make efficient use of processing to return quick decisions. Typically less than 100ms per operation per image.
● FlexibilityUse our core model or select from over 10,000+ concepts to build your own
Simple to Integrate
Python: just three lines of code
from clarifai.client import ClarifaiApiclapi = ClarifaiApi()clapi.tag_urls("http://www.clarifai.com/img/metro-north.jpg", language="fr")
Multiple Languages Covered
en Englishar Arabicbn Bengalida Danishde Germanes Spanishfi Finnishfr Frenchhi Hindiit Italianja Japanese
nl Dutchtr Turkishno Norwegianpa Punjabipl Polishpt Portugueseru Russiansv Swedishzh-TW Chinese Traditional
zh Chinese Simplified
Multi-language Prediction
Developed by NLP, vision and data science on our core model
(10K+ concepts)
Available for 21 languages!
Languages and concepts chosen based on popularity and customer needs
We have teams continuously improving and growing the platform and language support.
Choose the language you need for your customers.
Why is it so difficult?Multiple meanings:
crane
Naive approach: translation
fall -> cadere (to fall over)
Customers
ForeveryLaunched in December, 2015
OrganizeUses advanced machine learning to organize your photo library not just by
place and time, but also by people, objects, emotions, and ideas.
TeachForevery learns when you teach it about the world. Tag people, your pets, your
favorite kind of car, and Forevery will learn to see your tag in new photos.
Creates stories from your photos to remind you of moments past, and recommends the friends you
should share them with.
Share
TechnologyDeep learning personalization on device built for you
Learns new things and people in real-time
Recommends the people you want to share with most
Automatically detects high quality images
Forevery
We’re hiring! clarifai.com/jobs