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Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

DCGAN PyTorch Project - Training GAN on Faces

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DCGAN PyTorch Project - Training GAN on Faces

Over the last several episodes, we went through the process of creating and training a DCGAN on the MNIST dataset to generate images of handwritten digits. Now, we'll re-train the same GAN on the CelebA dataset to generate more complex images of celebrity faces.

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Over the last several episodes, we went through the process of creating and training a DCGAN on the MNIST dataset to generate images of handwritten digits. Now, we'll re-train the same GAN on the CelebA dataset to generate more complex images of celebrity faces. πŸ•’πŸ¦Ž VIDEO SECTIONS πŸ¦ŽπŸ•’ 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:19 Overview of steps to train DCGAN on CelebA dataset 02:02 Set hyperparameters 02:26 Process dataset 05:46 Visualize dataset 07:04 Build generator and discriminator networks 09:54 Training preparation 12:54 Train DCGAN on CelebA dataset 13:56 Analyze training results 17:46 Visualize training results 22:52 Collective Intelligence and the DEEPLIZARD HIVEMIND πŸ’₯🦎 DEEPLIZARD COMMUNITY RESOURCES 🦎πŸ’₯ πŸ‘‹ Hey, we're Chris and Mandy, the creators of deeplizard! πŸ‘€ CHECK OUT OUR VLOG: πŸ”— https://youtube.com/deeplizardvlog πŸ’» DOWNLOAD ACCESS TO CODE FILES πŸ€– Available for members of the deeplizard hivemind: πŸ”— https://deeplizard.com/resources ❀️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Zach Wimpee Jimmy Nguyen πŸ‘€ 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 πŸŽ“ 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 πŸŽ“ Other Courses: Data Science - https://deeplizard.com/learn/video/d11chG7Z-xk Trading - https://deeplizard.com/learn/video/ZpfCK_uHL9Y πŸ›’ Check out products deeplizard recommends on Amazon: πŸ”— https://amazon.com/shop/deeplizard πŸ“• Get a FREE 30-day Audible trial and 2 FREE audio books using deeplizard's link: πŸ”— https://amzn.to/2yoqWRn 🎡 deeplizard uses music by Kevin MacLeod πŸ”— https://youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ πŸ”— http://incompetech.com/ ❀️ Please use the knowledge gained from deeplizard content for good, not evil.

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