{"id":4725,"date":"2025-02-21T19:38:17","date_gmt":"2025-02-21T11:38:17","guid":{"rendered":"https:\/\/infernews.com\/?page_id=4725"},"modified":"2025-02-21T20:54:30","modified_gmt":"2025-02-21T12:54:30","slug":"diffusion-model","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/diffusion-model\/","title":{"rendered":"Diffusion Model"},"content":{"rendered":"<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"Diffusion Models for AI Image Generation\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_x2GRE-RzmD8\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fx2GRE-RzmD8%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/x2GRE-RzmD8\" \/><meta itemprop=\"duration\" content=\"PT12M5S\" \/><meta itemprop=\"uploadDate\" content=\"2025-01-30T12:01:16Z\" \/><\/div><meta itemprop=\"accessibilityFeature\" content=\"captions\" \/><div id=\"lyte_x2GRE-RzmD8\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fx2GRE-RzmD8%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">Diffusion Models for AI Image Generation<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/x2GRE-RzmD8\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2Fx2GRE-RzmD8%2F0.jpg\" alt=\"Diffusion Models for AI Image Generation\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Want to learn more about Generative AI + Machine Learning? Read the ebook \u2192 https:\/\/ibm.biz\/BdGvdC Learn more about Diffusion Models here \u2192 https:\/\/ibm.biz\/BdGvdQ Reverse the diffusion process, and unlock the secrets of AI-generated images. Isaac Ke explores how to harness the power of diffusion models to create stunning, high-quality images from text prompts. From text-to-image generation to image-to-image editing, learn how diffusion models are being applied in various fields, from marketing to medicine. 0:00 - Overview 0:56 - Forward Diffusion 5:21 - Reverse Diffusion 8:02 - Conditional Diffusion 11:07 - Applications AI news moves fast. Sign up for a monthly newsletter for AI updates from IBM \u2192 https:\/\/ibm.biz\/BdGvd3\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\">httpv:\/\/www.youtube.com\/watch?v=1pgiu&#8211;4W3I<figcaption><\/figcaption><\/figure>\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"Understanding Diffusion Models: Step-by-Step Explanation | Math Explained\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_0bRX0FNsRao\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F0bRX0FNsRao%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/0bRX0FNsRao\" \/><meta itemprop=\"duration\" content=\"PT43M45S\" \/><meta itemprop=\"uploadDate\" content=\"2025-01-14T12:51:23Z\" \/><\/div><div id=\"lyte_0bRX0FNsRao\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F0bRX0FNsRao%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">Understanding Diffusion Models: Step-by-Step Explanation | Math Explained<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/0bRX0FNsRao\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2F0bRX0FNsRao%2F0.jpg\" alt=\"Understanding Diffusion Models: Step-by-Step Explanation | Math Explained\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Learn the **forward and reverse diffusion processes** in generative AI step by step! \ud83d\ude80 In this beginner-friendly tutorial, we break down **diffusion models**, explaining how they add noise to images (forward process) and then denoise them to reconstruct images (reverse process). You&#039;ll also learn about key concepts like **reparameterization** and **noise prediction** that power modern generative models. \ud83d\udccc **What You\u2019ll Learn:** \u2705 What are diffusion models and why they matter \u2705 The **forward diffusion process** \u2013 adding noise to images \u2705 The **reverse diffusion process** \u2013 denoising and image reconstruction \u2705 How models predict noise to generate realistic images \u2705 Step-by-step explanation for beginners and AI enthusiasts \ud83d\udcac **For Inquiries or Collaborations:** Email me at **aarohisingla1987@gmail.com** \ud83d\udd14 Don\u2019t forget to **like, share, and subscribe** for more tutorials on **generative AI, diffusion models, and machine learning**! #DiffusionModels #GenerativeAI #MachineLearning #DeepLearning #ImageGeneration #AI #AIForBeginners #NoisePrediction #ForwardDiffusion #ReverseDiffusion #AIExplained\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"The Incredible Physics Behind AI Images: How DALL-E, Imagen, and MidJourney Work\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_WkLadFimfcE\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FWkLadFimfcE%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/WkLadFimfcE\" \/><meta itemprop=\"duration\" content=\"PT17M11S\" \/><meta itemprop=\"uploadDate\" content=\"2025-01-26T12:00:39Z\" \/><\/div><div id=\"lyte_WkLadFimfcE\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FWkLadFimfcE%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">The Incredible Physics Behind AI Images: How DALL-E, Imagen, and MidJourney Work<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/WkLadFimfcE\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FWkLadFimfcE%2F0.jpg\" alt=\"The Incredible Physics Behind AI Images: How DALL-E, Imagen, and MidJourney Work\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"In this video, Dr. Ardavan (Ahmad) Borzou will discuss the diffusion model in physics and AI. \ud83d\ude80 Join the CompuFlair Community to get notified of 1- Hands-on problem-solving data science workshops 2- Updates and news 3- Data science tips \ud83c\udf10 Register at: https:\/\/compu-flair.com\/user\/register Comprehensive Python Checklist (machine learning and more advanced libraries will be covered on a different page): \ud83c\udf10 https:\/\/compu-flair.com\/blogs\/programming-basics Chapters: 00:00 - Introduction 01:28 - Simplified concept of AI image generation 02:44 - Langevin equation: particle moving in liquid 04:09 - Diffusion equation 04:30 - Fokker Planck equation 05:27 - Markovian property of diffusion equation 06:16 - The Jarzynski\u2019s equality 07:53 - AI diffusion models: how they work 10:48 - Other AI applications of diffusion models: Weather forecasting by Google DeeMind 11:28 - Hands-on problems-solving data science workshops 11:56 - Recipe for discovering new science 12:22 - How to improve AI diffusion models 13:54 - Description of the mathematics\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"class_list":["post-4725","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/4725","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=4725"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/pages\/4725\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=4725"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}