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Generative Adversarial Networks - GANs Intro

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Binary Cross Entropy (BCE) Loss for GANs - Intuitive Introduction

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Binary Cross Entropy (BCE) Loss for GANs - Intuitive Introduction

We are now familiar with what GANs do, as well as the intuitive relationship between the generator and the discriminator networks.

As we know, this relationship is adversarial due the inherent competition between the two networks, with the generator attempting to fool the discriminator, and the discriminator attempting to catch the generator's fakes.

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We'll now begin exploring how we can measure the performance between the generator and discriminator networks during training via a common loss function called binary cross entropy loss, or BCE loss. We'll first go through an intuitive introduction to BCE loss in this episode before covering the math behind it. 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:19 Use of categorical cross entropy loss 01:28 Use of binary cross entropy loss 02:42 BCE loss example 04:44 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 💪 CHECK OUT OUR FITNESS CHANNEL: 🔗 https://www.youtube.com/channel/UCdCxHNCexDrAx78VfAuyKiA 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order: 🔗 https://neurohacker.com/shop?rfsn=6488344.d171c6 ❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Mano Prime 👀 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 🎓 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 🎓 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 🛒 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 ❤️ Please use the knowledge gained from deeplizard content for good, not evil.

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