Diffusion Models Courses and Certifications

Fast Uncertainty Estimation and Diffusion Models in PET

Explore fast uncertainty estimation techniques and diffusion models for PET imaging, enhancing medical diagnostics and research applications.

• YouTube
• 18 minutes
• On-Demand
• Free Online Course

Imagen: Text-to-Image Generation Using Diffusion Models - Lecture 9

Explore Imagen, a text-to-image diffusion model, covering its architecture, efficiency improvements, and key techniques like thresholding and upsampling.

• YouTube
• 29 minutes
• On-Demand
• Free Online Course

Open Data Science

Denoising Diffusion-Based Generative Modeling

Explore diffusion-based generative modeling, its advantages over other approaches, and applications in image generation and inverse problems. Learn about score functions, training methods, and recent advancements.

• YouTube
• 48 minutes
• On-Demand
• Free Online Course

James Briggs

Hugging Face Just Released Diffusers - For Models Like DALL-E 2 and Imagen

Explore Hugging Face's new Diffusers library for accessible, open-source image generation using advanced AI models like DALL-E 2 and Imagen.

• YouTube
• 16 minutes
• On-Demand
• Free Online Course

Yannic Kilcher

GLIDE- Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models

Explore GLIDE, a text-guided diffusion model for photorealistic image generation and editing. Learn about diffusion models, conditional generation, and guided diffusion techniques for high-quality image synthesis.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

Kavli Institute for Theoretical Physics

Generating High-Fidelity HI Maps Using Score-Based Diffusion Models - Sultan Hassan

Exploring score-based diffusion models to generate high-fidelity HI maps, discussing applications in astrostatistics and machine learning for galaxy formation and evolution studies.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Nicholas Renotte

Exploring the New Hugging Face Diffusers Package - Diffusion Models With Python

Dive into Hugging Face Diffusers for Python, exploring diffusion models and their applications in deep learning. Gain hands-on experience with this powerful package for AI-driven image generation.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course

Introduction to Image Generation

Explore diffusion models for image generation, their physics-inspired foundations, and learn to train and deploy them on Vertex AI for state-of-the-art results.

• Google Cloud Skills Boost
• 30 minutes
• On-Demand
• Free Certificate

Yannic Kilcher

Lumiere: Space-Time Diffusion Model for Video Generation

Explore Google's Lumiere, a text-to-video AI model using Space-Time U-Net architecture for coherent motion synthesis. Learn about its innovative approach, applications, and societal impact.

• YouTube
• 54 minutes
• On-Demand
• Free Online Course

Amazon Web Services;  Amazon

Generative AI with Diffusion Models

Explore generative AI with diffusion models, covering concepts, applications, and evaluation. Learn about Stable Diffusion, fine-tuning, and real-world use cases in this intermediate-level overview.

• AWS Skill Builder
• 1 hour 30 minutes
• On-Demand
• Free Certificate

Fields Institute

Renormalization Group Flow, Optimal Transport, and Diffusion Models

Explore connections between renormalization group flow, optimal transport, and diffusion models in applied mathematics, with insights from Harvard researcher Jordan Cotler.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

HuggingFace

Diffusion Policy - LeRobot Research Presentation 2

Explore Diffusion Policy for robotic control with researcher Cheng Chi, covering innovative approaches to decision-making and action generation in complex environments.

• YouTube
• 1 hour
• On-Demand
• Free Online Course

Simons Institute

From Entropy to Artistry: Thermodynamics and Generative AI

Explore connections between diffusion models and physics, focusing on non-equilibrium thermodynamics and its applications in image/video generation and climate modeling.

• YouTube
• 55 minutes
• On-Demand
• Free Online Course

Introduction to Image Generation - 日本語版

このコースでは拡散モデルについて説明します。拡散モデルは ML モデル ファミリーの一つで、最近、画像生成分野での有望性が示されました。拡散モデルは物理学、特に熱力学からインスピレーションを得ています。ここ数年、拡散モデルは研究と産業界の両方で広まりました。拡散モデルは、Google Cloud の最先端の画像生成モデルやツールの多くを支える技術です。このコースでは、拡散モデルの背景にある理論と、モデルを Vertex AI でトレーニングしてデプロイする方法について説明します。

• Coursera
• 15 minutes
• On-Demand
• Free Online Course (Audit)

Stanford CS236: Deep Generative Models - Score Based Diffusion Models - Lecture 16

Explore score-based diffusion models in deep generative modeling, covering theoretical foundations and practical applications in AI and machine learning.

• YouTube
• 1 hour 10 minutes
• On-Demand
• Free Online Course