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NYAI - Visualizing what makes neural networks actually work by Matthew Zeiler
- 2. Our Story
- 4. Understand every image and video to improve life
- 7. First Layer
- 8. Second Layer
- 9. Third Layer
- 10. Fourth Layer
- 11. Fifth Layer
- 12. High Quality, High Performance Platform ● Scalability REST API platform on AWS infrastructure. We scale with your business. ● Speed Models make efficient use of processing to return quick decisions. Typically less than 100ms per operation per image. ● Flexibility Use our core model or select from over 10,000+ concepts to build your own
- 13. Simple to Integrate Python: just three lines of code from clarifai.client import ClarifaiApi clapi = ClarifaiApi() clapi.tag_urls("http://www.clarifai.com/img/metro-north.jpg", language="fr")
- 14. Multiple Languages Covered en English ar Arabic bn Bengali da Danish de German es Spanish fi Finnish fr French hi Hindi it Italian ja Japanese nl Dutch tr Turkish no Norwegian pa Punjabi pl Polish pt Portuguese ru Russian sv Swedish zh-TW Chinese Traditional zh Chinese Simplified
- 15. 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.
- 16. Why is it so difficult? Multiple meanings: crane Naive approach: translation fall -> cadere (to fall over)
- 17. Customers
- 18. Forevery Launched in December, 2015
- 19. Organize Uses advanced machine learning to organize your photo library not just by place and time, but also by people, objects, emotions, and ideas.
- 20. Teach Forevery 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.
- 21. Creates stories from your photos to remind you of moments past, and recommends the friends you should share them with. Share
- 22. Technology Deep 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
- 23. Forevery
Editor's Notes
- Computation: time (engeering and training time) cost (training and hosting the API) equipment (speciliazed hardware went into it)
- adjust image/tags to make more personal