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hi and welcome to Hidden layers where well show you how some of the advanced machine learning algorithms from Google research work in a way thats easy to understand and accessible Im your host Lawrence moroney and in this episode Im going to talk about text to video models now these models are where you can give a text prompt and have a model generate video to match that prompt so for example consider this short video that was generated from a piece of text it was generated entirely from a text saying an astronaut riding a horse but how thats the question so lets first understand diffusion models for creating images we go into that in a little more detail in another episode of hidden layers which you can see in the links below theyre created by training a model that first makes an image completely noisy and then learns to denoise the image back to the original but the magic happens when as part of the training a text Vector with the caption is provided with the image so when it