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Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

DCGAN TensorFlow Project - Training GAN on Faces

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DCGAN TensorFlow 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. 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:22 Overview of steps to train DCGAN on CelebA dataset 01:52 Set hyperparameters 02:27 Process dataset 08:31 Visualize dataset 09:38 Build generator and discriminator networks 11:36 Training preparation 13:19 Train DCGAN on CelebA dataset 18:00 Analyze training results 21:21 Visualize training results 28:02 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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