Nyai deck-vimeo-july-2017
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The document discusses using machine learning techniques to generate human VR characters with artificial intelligence. It outlines the key components needed which include 3D face models, dialog, speech generation, and face animation matching the dialog. Generative models can be used to generate speech, images like cats and buildings, and even human faces from photos. Techniques for capturing high quality 3D face models, animating faces to match speech, and animating full body movement are presented. The goal is to put all the techniques together to generate interactive virtual human characters using AI.
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van Emden shows how Nx can simplify the developer’s life and facilitate a rapid transition from concept to production-ready applications.He provides valuable insights into developing scalable and efficient edge AI solutions, with a strong focus on practical implementation.Let's Integrate MuleSoft RPA, COMPOSER, APM with AWS IDP along with Slack
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Programming Foundation Models with DSPy - Meetup Slides
Prompting language models is hard, while programming language models is easy. In this talk, I will discuss the state-of-the-art framework DSPy for programming foundation models with its powerful optimizers and runtime constraint system.
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Nyai deck-vimeo-july-2017
- 1. @frankcarey Sr. Machine Learning Engineer Creating Human VR Characters With A.I.
- 2. 2
- 3. My VR Game Idea 3
- 4. My Terrible VR Game Idea 4 Talk to the DEAD! From https://i.ytimg.com/vi/0C6e9i0u0Bw/maxresdefault.jpg
- 5. What do we need? • 3D Models of a character’s face • Dialog • Generate Speech from Dialog • Animate the Face-model to match the dialog. 5
- 6. Making VR is Expensive "With a few exceptions.. all the art in a video game is hand-crafted. As characters, items, levels and visual effects have become more intricate and detailed, developers have had little choice but to throw more and more artists at the problem.” -- The Economist 6From https://www.economist.com/blogs/economist-explains/2014/09/economist- explains-15
- 8. Generating Speech 8 Parametric Concatenative DeepMind WaveNet From https://deepmind.com/blog/wavenet-generative-model-raw-audio/ and https://lyrebird.ai/ Lyrebird - Candidates
- 10. Generating Cats – From Noise 10From https://ajolicoeur.wordpress.com/cats/
- 13. Generating Faces - Humans 13From https://twitter.com/dribnet/status/852770111286943745
- 15. Photo -> 3D Model 15From http://webneel.com/35-amazing-celebrity-3d-models-and-cg-character- designs
- 19. Animation - Face Actors 19 From http://www.graphics.stanford.edu/~niessner/thies2016face.html
- 20. Animation - Audio Only 20From https://www.theverge.com/2017/7/12/15957844/ai-fake-video-audio-speech- obama
- 23. Putting it all together.. 23
- 24. Additional Resources • Pix2Pix Blog post - https://affinelayer.com/pix2pix/ • BotsAndBrains.com – NYC Meetup and ML Blog 24
- 25. Thank You BotsAndBrains.com Next Meetup is Wednesday.. July 26th @Vimeo HQ 25 Follow me: @frankcarey Follow us: @vimeo We’re Hiring! Vimeo.com/Jobs
Editor's Notes
- Logo Slide