Gradient Dissent: Conversations on AI
Emad Mostaque is CEO and co-founder of Stability AI, a startup and network of decentralized developer communities building open AI tools. Stability AI is the company behind Stable Diffusion, the well-known, open source, text-to-image generation model.
Emad shares the story and mission behind Stability AI (unlocking humanity's potential with open AI technology), and explains how Stability's role as a community catalyst and compute provider might evolve as the company grows. Then, Emad and Lukas discuss what the future might hold in store: big models vs "optimal" models, better datasets, and more decentralization.
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🎶 Special note: This week’s theme music was composed by Weights & Biases’ own Justin Tenuto with help from Harmonai’s Dance Diffusion.
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Show notes (transcript and links): http://wandb.me/gd-emad-mostaque
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⏳ Timestamps:
00:00 Intro
00:42 How AI fits into the safety/security industry
09:33 Event matching and object detection
14:47 Running models on the right hardware
17:46 Scaling model evaluation
23:58 Monitoring and evaluation challenges
26:30 Identifying and sorting issues
30:27 Bridging vision and language domains
39:25 Challenges and promises of natural language technology
41:35 Production environment
43:15 Using synthetic data
49:59 Working with startups
53:55 Multi-task learning, meta-learning, and user experience
56:44 Optimization and testing across multiple platforms
59:36 Outro
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Connect with Jehan and Motorola Solutions:
📍 Jehan on LinkedIn: https://www.linkedin.com/in/jehanw/
📍 Jehan on Twitter: https://twitter.com/jehan/
📍 Motorola Solutions on Twitter: https://twitter.com/MotoSolutions/
📍 Careers at Motorola Solutions: https://www.motorolasolutions.com/en_us/about/careers.html
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💬 Host: Lukas Biewald
📹 Producers: Riley Fields, Angelica Pan, Lavanya Shukla, Anish Shah
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