Diffusion Models Courses and Certifications

MIT HAN Lab

Diffusion Models - Lecture 18

Dive into the fundamentals of diffusion models with MIT Prof. Song Han, exploring their architecture, principles, and applications in machine learning and AI generation.

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

Valence Labs

Neural Entropy - Understanding Deep Learning Through Information Theory and Diffusion Models

Explore the intersection of deep learning and information theory through diffusion models, examining how neural networks store and process information using principles from thermodynamics and optimal transport.

• YouTube
• 1 hour 40 minutes
• On-Demand
• Free Video

Generative Memory Lab

CANDI - Hybrid Discrete-Continuous Diffusion Models

Discover CANDI, a novel approach combining discrete and continuous diffusion models for advanced generative AI applications in machine learning research.

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

Generative Memory Lab

Feedback Guidance of Diffusion Models

Explore how diffusion models can be guided through feedback mechanisms in this research presentation by Félix Koulischer from the Generative Memory Lab.

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

Data Science Conference

Generative AI with Diffusion Models

Explore diffusion models in generative AI through theoretical foundations and hands-on image synthesis experiments with practical implementations.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Simons Institute

Advancing Diffusion Models for Text Generation

Explore how diffusion models can be adapted for text generation, combining the fluency of autoregression with plug-and-play control to overcome limitations of transformer-based language models.

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

Discover AI

Molecular Language Models vs Diffusion Models for Protein Design

Explore how diffusion models, traditionally used in image generation, are being adapted to create proteins and molecules with specific properties, revolutionizing medicine and material science.

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

Code With Aarohi

Understanding Diffusion Models: A Step-by-Step Mathematical Explanation

Dive into the mathematics and core principles of diffusion models, exploring both forward and reverse processes for image generation through step-by-step mathematical explanations.

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

Valence Labs

A General Framework for Inference-time Scaling and Steering of Diffusion Models

Explore a general framework for inference-time scaling and steering of diffusion models, enabling user-specified properties without expensive fine-tuning through the Feynman Kac steering method.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

Generative Memory Lab

Entropic Time Schedulers for Generative Diffusion Models

Discover how entropic time schedulers optimize generative diffusion models for improved sampling efficiency and quality in this advanced machine learning presentation.

• YouTube
• 1 hour 28 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

Accelerating Convergence of Diffusion Models

Discover novel training-free algorithms to accelerate diffusion model sampling, addressing slow convergence in DDIM and DDPM samplers through theoretical underpinnings.

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

Sundeep Saradhi Kanthety

Diffusion Models in AI - How Diffusion Models Create Stunning AI Images - Working of Diffusion Model

Discover how diffusion models revolutionize AI image generation through step-by-step noise addition and removal processes to create stunning visual content.

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

Fractal Analytics

How to Build a Diffusion Model - An Introduction

Dive into the world of diffusion models for image generation, learning to build and fine-tune these powerful AI systems from fundamental concepts to advanced text-to-image architectures.

• Coursera
• 11 hours 26 minutes
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS Flash - Generative AI with Diffusion Models (Japanese)

拡散モデルの概念、応用、評価を学び、生成AIのビジネス価値を理解。Stable Diffusionやファインチューニングの実践例を通じて、画像生成技術を習得。

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

Amazon Web Services;  Amazon

AWS Flash - Generative AI with Diffusion Models (Traditional Chinese)

探索擴散模型在生成式AI中的應用，從概念到實踐。學習評估、微調和部署模型，以解決實際業務問題。掌握最新的影像生成技術。

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