Diffusion Models Courses and Certifications

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

Generative Memory Lab

Diffusion Models as Plug-and-Play Priors

Explore diffusion models as versatile priors for various tasks, enhancing image processing and generation capabilities.

• YouTube
• 41 minutes
• On-Demand
• Free Video

Google TechTalks

Efficient Training Image Extraction from Diffusion Models

Explore efficient techniques for extracting training images from diffusion models, addressing privacy concerns and copyright issues while uncovering insights into image duplication and template copying.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Broad Institute

Diffusion Models Towards High-Dimensional Generative Optimization

Explore diffusion models for high-dimensional generative optimization in AI, focusing on biomedical applications and machine learning advancements.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Outlier

Diffusion Models and Score-Based Generative Models Explained - From Scratch

Explore score-based generative models and their connection to diffusion models. Gain intuition on DDPM, DDIM, and EDM through mathematical explanations and visualizations.

• YouTube
• 38 minutes
• On-Demand
• Free Video

Discover AI

After Diffusion and Flow Models - Equilibrium Matching

Explore cutting-edge Equilibrium Matching techniques from MIT, Oxford, and Harvard researchers - the next evolution beyond diffusion and flow models for advanced image generation AI.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Understanding Diffusion Models for AI Image Generation - From Theory to Applications

Explore the mechanics of diffusion models, from forward and reverse processes to conditional applications, learning how to transform text prompts into high-quality AI-generated images.

• YouTube
• 12 minutes
• On-Demand
• Free Video

Neural Breakdown with AVB

Understanding Text-to-Video Diffusion Models - From Core Concepts to Latest Developments

Explore the evolution of text-to-video diffusion models, from fundamental concepts to cutting-edge implementations like SORA, covering key challenges and breakthroughs in video generation AI technology.

• YouTube
• 13 minutes
• On-Demand
• Free Video

Discover AI

Symmetry Breaking in AI Diffusion Models - Dynamical Regimes and Optimization

Explore groundbreaking research on symmetry breaking patterns in AI diffusion models and their impact on optimization and transformation processes.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Oxen

Understanding Text Generation Through Diffusion Models - From Theory to Implementation

Dive into discrete diffusion modeling for text generation, exploring probability distributions, score-based modeling, and practical applications in generative AI that rival GPT-2's capabilities.

• YouTube
• 42 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

AI Bites

LLaDA - Large Language Diffusion Models

Explore how diffusion models are revolutionizing language tasks through LLaDA (Large Language Diffusion Models), comparing their all-at-once approach with traditional autoregressive methods and examining their potential future impact.

• YouTube
• 10 minutes
• On-Demand
• Free Video

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

Diffusion Models: Advanced Concepts and Applications - Lecture 12

Dive into advanced concepts of diffusion models, exploring their mathematical foundations, implementation techniques, and practical applications in machine learning and AI development.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video