【生成モデル】拡散モデル - 非平衡統計力学にアイデアを得た、ノイズ除去の生成モデル！【Diffusion Models】GM vol. 12 #232 #VRアカデミア

Modern generative models are mostly based on diffusion models! The theory behind them is deep, interesting, and difficult, but... The most important thing to understand for mastering them is that "it's ultimately just noise-reducing least squares"! Let's grasp this first! We'll cover the deep (and crazy) calculations next time, so please watch this video carefully at least once! [Playlist]    • 生成モデルに潜入   [References] Original Paper [1503.03585] Deep Unsupervised Learning using Nonequilibrium Thermodynamics https://arxiv.org/abs/1503.03585 To be honest, it's a bit difficult. But it has the feel of the original paper, which is great! For a standard learning approach, I would recommend: Okanohara's "Diffusion Models" https://amzn.to/3RHM6Gd My "Introduction to Calculus + Linear Algebra" https://amzn.to/42O8LDj [Table of Contents] 00:00 Opening 02:01 Introduction to the Paper 03:14 Historical Context 06:07 Results at the Time 10:54 Diffusion Process 16:45 Model Overview 24:35 Initial Ideas 29:05 Proliferation of Learning Logics 32:26 Why Does It Work? 34:29 How to Use It Effectively 36:54 Ending [Advertisement: Please Buy My Books!] I've written in-depth articles covering all areas of analytical models frequently used in data science! An Introduction to Analytical Models for Data Analysis that Captures the Essence https://amzn.to/3Ng0nC7 This book explains the mathematics necessary for data analysis, from the basics to the cutting edge, comprehensively and thoroughly, including the underlying principles of the formulas! An Introduction to Calculus and Linear Algebra for Uncompromising Data Analysis https://amzn.to/3B4y8G4 [Advertisement 2: We're running a crowdfunding campaign!] We're asking for your support to continue our activities. Details here! Crowdfunding (monthly) here → https://community.camp-fire.jp/projec... (Video explaining why we started crowdfunding →    • 【クラウドファンディング】始めるよ！【ご支援よろしくお願いします】#167 #VRア...  ) [In Closing] Thank you for watching! If you enjoyed it, please give it a thumbs up and subscribe to the channel. For questions and comments about the video, please leave a comment or tweet! For work inquiries, collaboration requests, and internship applications, please contact us via our official website or Twitter DM. AIcia Solid Project - Official Website - https://sites.google.com/view/aicia-o... Video Generation: AIcia Solid (Twitter:   / aicia_solid  ) Video Editing: Mai. (Twitter: https://x.com/nnql_nnql2pnt) ======= Logo: ChikakoHorio (   / chikakohorio   ) Model Design by: Bancho (   / k_ban_   ) Mama! 3D Model by: Kitsunetsuki (   / _kitsune_tsuki_   ) Papa!