PyTorch - Python Deep Learning Neural Network API

Deep Learning Course 4 of 7 - Level: Intermediate

PyTorch DataLoader Source Code - Debugging Session

video

lock
Lesson thumbnail for PyTorch DataLoader Source Code - Debugging Session

text

lock

PyTorch DataLoader Source Code - Debugging Session

Welcome to DeepLizard. My name's Chris. In this episode, we're going to pick up where we left off last time looking at data normalization. Only this time, instead of writing code, we're going be debugging the code, and specifically, we're going be debugging down into the PyTorch source code to see exactly what's going on when we normalize a data set.

Without further ado, let's get started.

quiz

lock

resources

lock
In this episode, we debug the PyTorch DataLoader to see how data is pulled from a PyTorch data set and is normalized. We see the impact of several of the constructor parameters and see how the batch is built. 🕒🦎 VIDEO SECTIONS 🦎🕒 00:00 Welcome to DEEPLIZARD - Go to deeplizard.com for learning resources 00:45 Overview of Program Code 03:12 How to Use Zen Mode 03:56 Start the Debugging Process 04:38 Initializing the Sampler Based on the Shuffle Parameter 05:35 Debugging next(iter(dataloader)) 07:57 Building the Batch Using the Batch Size 10:37 Get the Elements from Dataset 18:43 Tensor to PIL Image 21:48 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 the website for more learning material: 🔗 https://deeplizard.com 💻 ENROLL TO GET DOWNLOAD ACCESS TO CODE FILES 🔗 https://deeplizard.com/resources 🧠 Support collective intelligence, join the deeplizard hivemind: 🔗 https://deeplizard.com/hivemind 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order 👉 Use your receipt from Neurohacker to get a discount on deeplizard courses 🔗 https://neurohacker.com/shop?rfsn=6488344.d171c6 ❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Mano Prime Ling Li 🚀 Boost collective intelligence by sharing this video on social media! 👀 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: 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 🎓 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 🎵 deeplizard uses music by Kevin MacLeod 🔗 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.