OpenAI GLIDE (Diffusion) | ML Coding series | Towards Photorealistic Image Generation and Editing

❤️ Become The AI Epiphany Patreon ❤️ https://www.patreon.com/theaiepiphany 👨‍👩‍👧‍👦 Join our Discord community 👨‍👩‍👧‍👦 https://discord.gg/peBrCpheKE 5th video of the ML coding series! In this one I cover OpenAI's GLIDE model from the "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models" paper. It directly builds upon the "Diffusion Models Beat GANs on Image Synthesis" paper that I've covered in the previous video of the series. It is also a direct precursor to DALL-E 2! I explain classifier-free guidance as well as CLIP guidance in this one. ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ✅ Paper: https://arxiv.org/abs/2112.10741 ✅ GitHub: https://github.com/openai/glide-text2im ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ ⌚️ Timetable: 00:00:00 [paper] GLIDE - quick overview 00:03:30 Classifier free guidance explained 00:07:25 CLIP guidance explained 00:10:49 Training details, etc. 00:14:20 [coding] CLIP guidance script 00:26:25 Generating CLIP text target embedding 00:32:32 Reverse process (p_sample_loop) 00:34:35 How is text conditioning implemented 00:43:00 CLIP guidance code 00:46:26 Classifier-free guidance script 00:51:47 Main logic 00:56:35 Showing generated images 00:58:23 Outro ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💰 BECOME A PATREON OF THE AI EPIPHANY ❤️ If these videos, GitHub projects, and blogs help you, consider helping me out by supporting me on Patreon! The AI Epiphany - https://www.patreon.com/theaiepiphany One-time donation - https://www.paypal.com/paypalme/theaiepiphany Huge thank you to these AI Epiphany patreons: Eli Mahler Petar Veličković ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ 💼 LinkedIn - https://www.linkedin.com/in/aleksagordic/ 🐦 Twitter - https://twitter.com/gordic_aleksa 👨‍👩‍👧‍👦 Discord - https://discord.gg/peBrCpheKE 📺 YouTube - https://www.youtube.com/c/TheAIEpiphany/ 📚 Medium - https://gordicaleksa.medium.com/ 💻 GitHub - https://github.com/gordicaleksa 📢 AI Newsletter - https://aiepiphany.substack.com/ ▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬ #glide #diffusion #imagesynthesis