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Intro to Generative Adversarial Networks (GANs)

Deep Learning Course 6 of 6 - Level: Advanced

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. πŸ•’πŸ¦Ž VIDEO SECTIONS πŸ¦ŽπŸ•’ 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 πŸ’₯🦎 DEEPLIZARD COMMUNITY RESOURCES 🦎πŸ’₯ πŸ‘‹ Hey, we're Chris and Mandy, the creators of deeplizard! πŸ‘€ CHECK OUT OUR VLOG: πŸ”— https://youtube.com/deeplizardvlog πŸ’» DOWNLOAD ACCESS TO CODE FILES πŸ€– Available for members of the deeplizard hivemind: πŸ”— https://deeplizard.com/resources ❀️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy BufferUnderrun Mano Prime πŸ‘€ 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 πŸŽ“ Deep Learning with deeplizard: Deep Learning Dictionary - https://deeplizard.com/course/ddcpailzrd Deep Learning Fundamentals - https://deeplizard.com/course/dlcpailzrd Learn TensorFlow - https://deeplizard.com/learn/video/RznKVRTFkBY Learn PyTorch - https://deeplizard.com/learn/video/v5cngxo4mIg Reinforcement Learning - https://deeplizard.com/learn/video/nyjbcRQ-uQ8 Generative Adversarial Networks - https://deeplizard.com/course/gacpailzrd πŸŽ“ Other Courses: Data Science - https://deeplizard.com/learn/video/d11chG7Z-xk Trading - https://deeplizard.com/learn/video/ZpfCK_uHL9Y πŸ›’ Check out products deeplizard recommends on Amazon: πŸ”— https://amazon.com/shop/deeplizard πŸ“• Get a FREE 30-day Audible trial and 2 FREE audio books using deeplizard's link: πŸ”— https://amzn.to/2yoqWRn 🎡 deeplizard uses music by Kevin MacLeod πŸ”— https://youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ πŸ”— http://incompetech.com/ ❀️ Please use the knowledge gained from deeplizard content for good, not evil.

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