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	Podcast:		Deep Learning: Zero to One
	Episode:		Image Generation - Google DeepMind paper with TensorFlow - Deep Learning: Zero to One
	Category:		Technology
	Duration:		00:05:01
	Publish Date:		2017-03-04 16:54:33
	Description:		I talk through generating an image of IRS tax return characters using a model trained on the IRS tax return dataset - NMIST. The authors trained for 70 hours on 32 GPUs. I used unconditioned image generation to create an image in 6 hours on my MacBook Pro CPU. I used the TensorFlow implementation of Conditional Image Generation with PixelCNN Decoders (https://arxiv.org/abs/1606.05328) by a student named Anant Gupta and learned that reasonable-looking digits can be generated with significantly fewer training steps, as soon as the training loss approaches that reached by the DeepMind authors. Each step is detailed at https://medium.com/@SamPutnam/this-is-the-1st-deep-learning-zero-to-one-newsletter-this-one-is-called-image-generation-935bcaf0f37c
	Total Play:		0

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