يمديك تسوي Latent interpolation على بعض الصفات مثل لون البشر نفس ورقة OpenAI وتقدر تحط صورك بعد وتجرب! وبعد سويت face interpolation بين اي وجهين واكيد تقدر تحط صورك.😁 #NormalizingFlow #Glow #ImageGeneration

مستقبلا راح اسوي اعقد من الموجود وهي الGlow وفيها بشرح الActnorm وال1x1 invertable convolutions والAffine coupling😀الله يعين, بس راح تعطي نتايج خورافية. ثم بعدها بإذن الله Flow matching. #GenAI #NormalizingFlow #DeepGenerativeModels #ImageGeneration #AI #StatisticalModeling

2) A coupling-layer based #NormalizingFlow instead of a MAF-based one allows for faster training and generation times. Not as fast as the BIB-AE of "Getting High", but still a lot faster than GEANT4

And the best of all of that? It comes for free. When you have trained a #NormalizingFlow for fast simulation, you can use it as is for this energy inference task, no re-training or fine-tuning necessary. 6/6

2: it comes for "free", because that #NormalizingFlow was already trained for detector simulation and is now just re-used without the need for re-training. --- So Long, and Thanks for All the Fish Happy Holidays!

🟧IEICE Trans. Information and Systems🟧 Aug. issue 2023⚓️ “Distilling Distribution Knowledge in Normalizing Flow”🍀🍒 Jungwoo KWON, Gyeonghwan KIM search.ieice.org/bin/summary.ph… Please check it👆 #article #knowledgedistillation #normalizingflow #distillationposition

RT Variational Inference with Normalizing Flows on MNIST dlvr.it/RxCF6Z #machinelearning #generativemodel #normalizingflow

Teaching pushes me to create more animations! Here is a progressive stacking of transformation to show what a #normalizingflow can do on a normal distribution. Made in #julialang using Bijectors.jl from @TuringLang and plotted smoothly with @MakiePlots