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# Introduction to Generative Adversarial Networks

Deep Learning Course 5 of 5 - Level: Advanced

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

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

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.

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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. ðŸ•’ðŸ¦Ž VIDEO SECTIONS ðŸ¦ŽðŸ•’ 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 ðŸ’¥ðŸ¦Ž DEEPLIZARD COMMUNITY RESOURCES ðŸ¦ŽðŸ’¥ 👋 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 ❤️ðŸ¦Ž 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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