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Learn about diffusion models in use today and implement algorithms to speed up sampling.\n\nInstructor: [Sharon Zhou - @LAMINI_AI](https://x.com/realsharonzhou)\n\n## Course Outline\n- Introduction\n- Intuition\n- Sampling\n- Neural Network\n- Training\n- Controlling\n- Speeding Up\n- Summary\n\n## Lab: Lectures \u0026 Notebooks\n\n|Chapters|Notebooks|Demos|\n|--|--|--|\n|[Introduction](./lab/chapters/slides/00_intro/)|-|-|\n|[Intuition](./lab/chapters/slides/01_intuition/)|-|-|\n|[Sampling](./lab/chapters/slides/02_sampling/)|[L1_Sampling.ipynb](./lab/notebooks/L1_Sampling/L1_Sampling.ipynb)|-|\n|[Neural Network](./lab/chapters/slides/03_neuralnet/)|[L1_Sampling.ipynb (follow-up)](./lab/notebooks/L1_Sampling/L1_Sampling.ipynb)|-|\n|[Training](./lab/chapters/slides/04_training/)|[L2_Training.ipynb](./lab/notebooks/L2_Training/L2_Training.ipynb)|-|\n|[Controlling](./lab/chapters/slides/05_controlling/)|[L3_Context.ipynb](./lab/notebooks/L3_Context/L3_Context.ipynb)|-|\n|[Speeding Up](./lab/chapters/slides/06_speeding-up/)|[L4_FastSampling.ipynb](./lab/notebooks/L4_FastSampling/L4_FastSampling.ipynb)|-|\n|[Summary](./lab/chapters/slides/07_summary/)|-|-|\n\n## References\n\n- [Main Course - DeepLearning.AI](https://www.deeplearning.ai/short-courses/how-diffusion-models-work/)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fafondiel%2Fhow-diffusion-models-work-crash-course-dlai","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fafondiel%2Fhow-diffusion-models-work-crash-course-dlai","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fafondiel%2Fhow-diffusion-models-work-crash-course-dlai/lists"}