Python AI Art: Unleashing Creativity with Stable Diffusion | 4-Hour Masterclass

#PythonAI #AIArtGeneration #StableDiffusion #Masterclass
🎨 Python AI Art Masterclass: Unleash Your Creativity with Stable Diffusion! 🚀
Discover the magic of Python and the stable diffusion model in this 4-hour masterclass on AI-powered creativity! 🌟

⭐️ Full course link ⭐️

⭐️ Contents ⭐️
0:00:00 what is stable diffusion ?
0:13:59 what is gaussian distribution?
0:21:39 How does stable diffusion model work?
0:22:58 What is Markov chain ?
0:27:11 What is Forward diffusion ?
0:34:43 What is Reparameterization Trick ?
0:46:27 What is variance schedule ?
0:53:00 Linear variance schedule Vs cosine-based variance schedule
0:57:29 What is Reverse diffusion ?
1:07:51 How can we train our network part1 ?
1:11:11 How can we train our network part2 ?
1:22:00 How can we train our network part3 ?
1:24:00 How can we train our network part4 ?
1:26:56 Stable Diffusion Inference
1:31:01 What is U network ?
1:40:47 How to create Unconditional diffusion model ?
1:45:36 What is positional embedding ?
1:56:36 How to create Conditional diffusion model ?
2:05:54 How to build and train unconditional diffusion model from scratch ?
2:37:08 How to use any pretrained diffusion model from Hugging Face Hub?
2:50:32 How can we do Inpaint using our diffusion model?
3:02:28 How to implement Repaint algorithm? python code
3:35:59 How to speed up your diffusion model ?