Unit 1: Introduction to Diffusion Models
Unit 2: Mathematical Foundations
Unit 3: Types of Diffusion Models
Generative Diffusion Models for Physics Research
Harness the power of generative diffusion models to revolutionize physics research, from enhancing simulations to solving complex inverse problems.
Unit 1: Setting Up Your Environment
Unit 2: Building Blocks of Diffusion Models
Unit 3: Training and Optimization
Unit 1: Enhancing Simulations with Diffusion Models
Unit 2: Creating Realistic Initial Conditions
Unit 3: Incorporating Domain Knowledge
Unit 1: Introduction to Inverse Problems
Unit 2: Parameter Estimation with Diffusion Models
Unit 3: Data Reconstruction with Diffusion Models
Unit 4: Evaluation and Advanced Techniques
Unit 1: Conditional Generation with Diffusion Models
Unit 2: Adapting Diffusion Models for Specific Physics Domains
Unit 3: Diffusion Models vs. Other Generative Models