Loading...

Deep Learning Fundamentals - Premium Edition

Deep Learning Course 2 of 7 - Level: Beginner

Image Data As Neural Network Input Explained - Deep Learning

video

lock
Lesson thumbnail for Image Data As Neural Network Input Explained - Deep Learning

text

lock

Image Data As Neural Network Input Explained - Deep Learning

We've talked a lot about passing images to neural networks as input, and we've also learned all about how to pre-process image data before we pass them to networks. We'll now explore how exactly image data is received as input by the network, and how it transforms as it traverses through the network layers.

During the data pre-processing step that occurs before training, we know that image data is saved on disk that will later be passed to the network as input. When we actually pass image data to a network as input, however, we don't just pass the saved image files. Instead, we pass the data broken down by its features.

quiz

lock

resources

lock
In this lesson, we'll explore how exactly image data is received as input by the network, and how it transforms as it traverses through the network layers. πŸ•’πŸ¦Ž VIDEO SECTIONS πŸ¦ŽπŸ•’ 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:12 Preprocessing Image Input for Training 00:32 Flattening Image Input 02:07 Flattened Image Input Passed to Hidden Layer 04:36 Caveats With Processing Image Data in This Way 05:57 An Alternative Proposal for Processing Image Data 10:36 Motivation for Convolutional Neural Networks 12:09 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‘‰ Check out the website for more learning material: πŸ”— https://deeplizard.com πŸ’» ENROLL TO GET DOWNLOAD ACCESS TO CODE FILES πŸ”— https://deeplizard.com/resources 🧠 Support collective intelligence, join the deeplizard hivemind: πŸ”— https://deeplizard.com/hivemind 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order πŸ‘‰ Use your receipt from Neurohacker to get a discount on deeplizard courses πŸ”— https://neurohacker.com/shop?rfsn=6488344.d171c6 ❀️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Mano Prime Ling Li πŸš€ Boost collective intelligence by sharing this video on social media! 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/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 πŸŽ“ 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 πŸ›’ Check out products deeplizard recommends on Amazon: πŸ”— https://amazon.com/shop/deeplizard 🎡 deeplizard uses music by Kevin MacLeod πŸ”— https://youtube.com/channel/UCSZXFhRIx6b0dFX3xS8L1yQ ❀️ Please use the knowledge gained from deeplizard content for good, not evil.

updates

lock
deeplizard logo DEEPLIZARD Message notifications

Update history for this page

Did you know you that deeplizard content is regularly updated and maintained?

  • Updated
  • Maintained

Spot something that needs to be updated? Don't hesitate to let us know. We'll fix it!


All relevant updates for the content on this page are listed below.