intermediateFree
How Diffusion Models Work
by Sharon Zhou · DeepLearning.AI
4.7(5,200 reviews)
100K+ enrolled1 hourUpdated 2024-03
What You'll Learn
Understand the fundamentals and key concepts of diffusion models
Apply diffusion models techniques to solve real-world problems
Understand the fundamentals and key concepts of generative AI
Apply generative AI techniques to solve real-world problems
Understand the fundamentals and key concepts of PyTorch
Apply PyTorch techniques to solve real-world problems
About This Course
Learn the math and implementation behind diffusion models by building a denoising model from scratch in PyTorch.
Curriculum
Module 1: Diffusion models & Generative AI6 lessons
- Introduction to diffusion models
- Diffusion models in Practice
- Hands-on Exercise: Diffusion models
- Introduction to generative AI
- Generative AI in Practice
- Hands-on Exercise: Generative AI
Module 2: PyTorch & Image generation6 lessons
- Introduction to PyTorch
- PyTorch in Practice
- Hands-on Exercise: PyTorch
- Introduction to image generation
- Image generation in Practice
- Hands-on Exercise: Image generation
Module 3: Neural networks3 lessons
- Introduction to neural networks
- Neural networks in Practice
- Hands-on Exercise: Neural networks
Instructor
Sharon Zhou
Instructor at DeepLearning.AI
Pros & Cons
Pros
- Highly rated by students
- Completely free to access
- High-quality video lectures
- Taught by Sharon Zhou
Cons
- No certificate provided
- Self-paced requires discipline
Free
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