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Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

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

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

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.

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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 💻 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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