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Generative Adversarial Networks - GANs Intro

Deep Learning Course - Level: Advanced

DCGAN PyTorch Project - Data Processing and Hyperparameters

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DCGAN PyTorch Project - Data Processing and Hyperparameters

In this episode, we'll begin implementing our first GAN project in PyTorch!

As discussed, we'll be building and training a DCGAN to first generate images of handwritten digits, like those from the MNIST dataset, and then we'll progress onto generating images of human faces.

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In this episode, we'll begin implementing our first GAN project in PyTorch to first generate images of hand written digits, and then to generate images of human faces. We'll start by setting up all of our hyperparameters required for training, and we'll then download and process the MNIST dataset. πŸ•’πŸ¦Ž VIDEO SECTIONS πŸ¦ŽπŸ•’ 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:19 DCGAN project recap 01:11 Import libraries 01:42 Reproducibility 03:12 Configure GPU/CPU 03:39 Set hyperparameters 06:17 Process dataset 11:08 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’ͺ CHECK OUT OUR FITNESS CHANNEL: πŸ”— https://www.youtube.com/channel/UCdCxHNCexDrAx78VfAuyKiA 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order: πŸ”— https://neurohacker.com/shop?rfsn=6488344.d171c6 ❀️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Mano Prime πŸ‘€ Follow deeplizard: Our vlog: https://youtube.com/deeplizardvlog Fitness: https://www.youtube.com/channel/UCdCxHNCexDrAx78VfAuyKiA 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: AI Art for Beginners - https://deeplizard.com/course/sdcpailzrd Deep Learning Dictionary - https://deeplizard.com/course/ddcpailzrd Deep Learning Fundamentals - https://deeplizard.com/course/dlcpailzrd Learn TensorFlow - https://deeplizard.com/course/tfcpailzrd Learn PyTorch - https://deeplizard.com/course/ptcpailzrd Natural Language Processing - https://deeplizard.com/course/txtcpailzrd Reinforcement Learning - https://deeplizard.com/course/rlcpailzrd Generative Adversarial Networks - https://deeplizard.com/course/gacpailzrd Stable Diffusion Masterclass - https://deeplizard.com/course/dicpailzrd πŸŽ“ Other Courses: DL Fundamentals Classic - https://deeplizard.com/learn/video/gZmobeGL0Yg Deep Learning Deployment - https://deeplizard.com/learn/video/SI1hVGvbbZ4 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 ❀️ Please use the knowledge gained from deeplizard content for good, not evil.

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