Python

 Glossary :  https://docs.python.org/3/glossary.html#glossary Tutorial :  https://docs.python.org/3/tutorial/index.html Python 13 What's new :  https://docs.python.org/3.13/whatsnew/3.13.html Python Standard Library :  https://docs.python.org/3.13/library/index.html The Python Language Reference :  https://docs.python.org/3.13/reference/index.html Books :  Python Distilled Automate the Boring Stuff Quick Python

Image Generation Models and Theory

Image Generation


★ SANA-Sprint: One-Step Diffusion with Continuous-Time Consistency Distillation
https://nvlabs.github.io/Sana/Sprint/


★ EasyControl: Adding Efficient and Flexible Control for Diffusion Transformer
(uses multiple control nets)


Ghibli Studio Control Image Generation with EasyControl


★ Lumina-mGPT 2.0: Stand-alone Autoregressive Image Modeling 


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Theory:
PixelCNN
Autoregressive Decoders
Encoder - Decoder Architecture
Diffusion
random noise
denoising
attention mechanism
DepthMap
CannyEdge Map
Pose Map
u-net
resnet
control net
vggnet
VAE variational Autoencoder
Gaussian Noise
Compressed Latent Representation
cross-attention
ViT-L/14 
Latent Diffusion Model (LDM) [backbone]
DINO
CompVis
samplers including DDIM, Euler, Euler a, DPM++ 2M Karras, and UniPC

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