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

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

As we've seen from our binary cross entropy loss intuitive introduction, BCE loss is not a new concept for us, as it's often used as the loss function for standard binary classifiers.

We'll see exactly how it's used in the context of GANs soon, but first we need to explore the math behind BCE loss so that we can understand how BCE loss is calculated.

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Now that we have an intuitive understanding of binary cross entropy loss, we'll explore the math behind this loss function so that we can understand how the loss is calculated during GAN training. 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:20 BCE loss mathematical definition 02:15 First term of BCE loss 08:52 Second term of BCE loss 15:16 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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