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Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

DCGAN Architecture and Training Specs - Deep Convolutional GANs

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DCGAN Architecture and Training Specs - Deep Convolutional GANs

We'll now discuss the specific architecture and implementation of a well-known class of GANs used for image generation called DCGANs, or Deep Convolutional GANs, which were originally introduced in 2016 in the paper "Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks":

https://arxiv.org/abs/1511.06434

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We'll now discuss the specific architecture and implementation of a well-known class of GANs used for image generation called DCGANs, or Deep Convolutional GANs, which were originally introduced in 2016 in the paper "Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks": https://arxiv.org/abs/1511.06434 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:24 DCGAN introduction 01:17 DCGAN approach 03:08 Generator architecture 03:53 Discriminator architecture 04:40 Training DCGAN 06:48 Collective Intelligence and the DEEPLIZARD HIVEMIND 💥🦎 DEEPLIZARD COMMUNITY RESOURCES 🦎💥 👋 Hey, we're Chris and Mandy, the creators of deeplizard! 👀 CHECK OUT OUR VLOG: 🔗 https://youtube.com/deeplizardvlog 💻 DOWNLOAD ACCESS TO CODE FILES 🤖 Available for members of the deeplizard hivemind: 🔗 https://deeplizard.com/resources ❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Zach Wimpee Jimmy Nguyen 👀 Follow deeplizard: Our vlog: https://youtube.com/deeplizardvlog Facebook: https://facebook.com/deeplizard Instagram: https://instagram.com/deeplizard Twitter: https://twitter.com/deeplizard Patreon: https://patreon.com/deeplizard YouTube: https://youtube.com/deeplizard 🎓 Deep Learning with deeplizard: Fundamental Concepts - https://deeplizard.com/learn/video/gZmobeGL0Yg Beginner Code - https://deeplizard.com/learn/video/RznKVRTFkBY Intermediate Code - https://deeplizard.com/learn/video/v5cngxo4mIg Advanced Deep RL - https://deeplizard.com/learn/video/nyjbcRQ-uQ8 🎓 Other Courses: Data Science - https://deeplizard.com/learn/video/d11chG7Z-xk Trading - https://deeplizard.com/learn/video/ZpfCK_uHL9Y 🛒 Check out products deeplizard recommends on Amazon: 🔗 https://amazon.com/shop/deeplizard 📕 Get a FREE 30-day Audible trial and 2 FREE audio books using deeplizard's link: 🔗 https://amzn.to/2yoqWRn 🎵 deeplizard uses music by Kevin MacLeod 🔗 https://youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ 🔗 http://incompetech.com/ ❤️ Please use the knowledge gained from deeplizard content for good, not evil.

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