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Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

DCGAN Project Intro - Prerequisites and Datasets

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DCGAN Project Intro - Prerequisites and Datasets

It's time to begin implementing our first GAN in code! For this project, we'll be using all the knowledge we've obtained about GANs so far to implement and train a Deep Convolutional GAN (DCGAN) from scratch, first to generate images of handwritten digits and then to generate images of human faces.

We'll be implementing this project in both PyTorch and TensorFlow, going through the entire project from start to finish in both APIs.

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It's time to begin implementing our first GAN in code! For this project, we'll be using all the knowledge we've obtained about GANs so far to implement and train a Deep Convolutional GAN (DCGAN) from scratch, first to generate images of handwritten digits and then to generate images of human faces. We'll be implementing this project in both PyTorch and TensorFlow, going through the entire project from start to finish in both APIs. 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:15 DCGAN project intro 01:19 Project prerequisites 02:28 Project datasets 03:24 Download and organize datasets 10:01 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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