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

Page 1: NYAI - Visualizing what makes neural networks actually work by Matthew Zeiler
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Our Story

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Understand every image and video to improve life

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Demowww.clarifai.com/#demo

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Convolutional Neural Nets

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First Layer

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Second Layer

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Third Layer

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Fourth Layer

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Fifth Layer

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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

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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")

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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

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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.

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Why is it so difficult?Multiple meanings:

crane

Naive approach: translation

fall -> cadere (to fall over)

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Customers

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ForeveryLaunched in December, 2015

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OrganizeUses advanced machine learning to organize your photo library not just by

place and time, but also by people, objects, emotions, and ideas.

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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.

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Creates stories from your photos to remind you of moments past, and recommends the friends you

should share them with.

Share

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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

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Forevery

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We’re hiring! clarifai.com/jobs