Diffusion models explained How does OpenAIs GLIDE work

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Diffusion models beat GANs in image synthesis, GLIDE generates images from text descriptions, surpassing even DALL-E in terms of photorealism! Check out this video to learn how diffusion models work. Enjoy the visuals! • SPONSOR: Weights Biases 👉 https://wandb.me/ai-coffee-break • ❓ Check out our daily #MachineLearning Quiz Questions:    / aicoffeebreak   • ➡️ AI Coffee Break Merch! 🛍️ https://aicoffeebreak.creator-spring.... • Recommended videos: • 📺 DALL-E video:    • OpenAI's DALL-E explained. How GPT-3 ...   • 📺 GAN explained video:    • GANs explained | Generative Adversari...   • 📺 CLIP video:    • OpenAI’s CLIP explained! | Examples, ...   • Papers: • 📜 GLIDE paper: Nichol, Alex, Prafulla Dhariwal, Aditya Ramesh, Pranav Shyam, Pamela Mishkin, Bob McGrew, Ilya Sutskever, and Mark Chen. Glide: Towards photorealistic image generation and editing with text-guided diffusion models. arXiv preprint arXiv:2112.10741 (2021). https://arxiv.org/abs/2112.10741 • 🔗 GLIDE mini, demo: https://huggingface.co/spaces/valhall... • 📜 Diffusion models for image generation: Dhariwal, Prafulla, and Alexander Nichol. Diffusion models beat GANs on image synthesis. Advances in Neural Information Processing Systems 34 (2021). https://arxiv.org/abs/2105.05233 • 📜 Original diffusion models paper: Sohl-Dickstein, Jascha, Eric Weiss, Niru Maheswaranathan, and Surya Ganguli. Deep unsupervised learning using nonequilibrium thermodynamics. In International Conference on Machine Learning, pp. 2256-2265. PMLR, 2015. https://arxiv.org/abs/1503.03585 • 🔗 Check out this awesome blogpost by Lilian Weng: https://lilianweng.github.io/lil-log/... • 🔗 Flow-based models: https://lilianweng.github.io/lil-log/... • 🔗 DALL-E blog post: https://openai.com/blog/dall-e/ • 💻 If interested in the basic code of diffusion models, here is a wonderful annotated diffusion model from 🤗: https://huggingface.co/blog/annotated... • Outline: • 00:00 Diffusion models are cool • 00:33 Weights Biases (Sponsor) • 01:51 4 types of generative models (in 2022) • 05:13 Diffusion models explained • 08:27 Why are diffusion models good at photorealism? – Diffusion models beat GANs • 10:36 GLIDE explained • 12:16 Classifier-guided diffusion, CLIP-guided diffusion • 13:56 Classifier-free guidance • Thanks to our Patrons who support us in Tier 2, 3, 4: 🙏 • Don Rosenthal, Dres. Trost GbR, banana.dev -- Kyle Morris, Joel Ang, Julián Salazar, Edvard Grødem • ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ • 🔥 Optionally, pay us a coffee to help with our Coffee Bean production! ☕ • Patreon:   / aicoffeebreak   • Ko-fi: https://ko-fi.com/aicoffeebreak • ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ • ------------------------------------ • 🔗 Links: • AICoffeeBreakQuiz:    / aicoffeebreak   • Twitter:   / aicoffeebreak   • Reddit:   / aicoffeebreak   • YouTube:    / aicoffeebreak   • #AICoffeeBreak #MsCoffeeBean #MachineLearning #AI #research​ • Video contains the rock emoji designed by OpenMoji – the open-source emoji and icon project. License: CC BY-SA 4.0 • Music 🎵 : Tell Me That I Can't (Instrumental) by NEFFEX

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