How to Generate Video – Intro to Deep Learning #15



Generative Adversarial Networks. It’s time. We’re going to use a Deep Convolutional GAN to generate images of the alien language from the movie arrival that we can then stitch together to animate into video. I’ll go over the architecture of a GAN and then we’ll implement one ourselves!

Code for this video (coding challenge included):
https://github.com/llSourcell/how_to_generate_video

Nemanja’s winning code:
https://github.com/Nemzy/video_generator

Niyas’ Runner up code:
https://github.com/niazangels/vae-pokedex

and his blog post:
https://hackernoon.com/how-to-autoencode-your-pok%C3%A9mon-6b0f5c7b7d97

Please Subscribe! And like. and comment. That’s what keeps me going.

More Learning Resources:

An introduction to Generative Adversarial Networks (with code in TensorFlow)


https://blog.openai.com/generative-models/
http://cs.stanford.edu/people/karpathy/gan/
https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Generative-Adversarial-Networks
http://wiseodd.github.io/techblog/2016/09/17/gan-tensorflow/

http://blog.evjang.com/2016/06/generative-adversarial-nets-in.html
https://medium.com/@awjuliani/generative-adversarial-networks-explained-with-a-classic-spongebob-squarepants-episode-54deab2fce39

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http://wizards.herokuapp.com/

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https://www.patreon.com/user?u=3191693

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33 Comments

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  1. @Siraj_Raval Hey i`ve just tried to run your code, but i get an error, when i setup the discriminator_model at the point model.add(Dense(256)).
    The error says that the size gets less than 0. Any any ideas what i have to change?

  2. One answer never lets me go. Why we never heard about Chinese, Russian or east-Europe scientist. Are they bad? I must truly admit that the most interesting books I found on the US-Market. What's your opinion about that Siraj. Thank you.

  3. what kind of compuders do you need to run these networks??
    does my pc have a chance of doing something interesting ?
    8gb ram / i7 2600k cpu / gtx 960,
    Im a designer by the way not a full on programmer
    and Im just getting interested in AI

  4. He's a good fellow 🙂

    Also, If I would put G in a robot, and D in a camera that looks at the robot, I could train it based on videos of humans doing things, eventually making a robot that acts extremely human?
    (In theory, I won't build skynet)

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