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 Video

Introduction to Diffusion Models

189 ratings at Udemy

Diffusion Models from scratch using PyToch | In depth break down of Stable Diffusion and DALL·E 2

• Udemy
• 9 hours 28 minutes
• On-Demand
• Paid Course

Introduction to Image Generation

1 review

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

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 Video

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 Video

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 Video

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 Video

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 Video

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 Video

MIT HAN Lab

Diffusion Models in Efficient Machine Learning - Lecture 16

Explore diffusion models in-depth, covering theory, applications, and efficient implementation techniques for advanced machine learning practitioners.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

MIT HAN Lab

Diffusion Models in Machine Learning - Lecture 16

Explore diffusion models in machine learning, covering theory, applications, and efficient implementation techniques for advanced AI image generation.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Probabilistic AI School

Diffusion Models

Explore advanced concepts in diffusion models, including theory, applications, and recent developments in probabilistic AI.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

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 Video

Data Science Courses

Denoising Diffusion Probabilistic Models and Generative Moment Matching Networks - Lecture 17

Delve into diffusion models and DDPMs, exploring progressive data refinement techniques and generative moment matching networks using Maximum Mean Discrepancy for distribution analysis.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

MIT HAN Lab

Diffusion Models - Lecture 18

Dive into the fundamentals of diffusion models, exploring their architecture, principles, and applications in machine learning through expert guidance from MIT's Professor Song Han.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video