PyTorch - Python Deep Learning Neural Network API

Deep Learning Course 4 of 7 - Level: Intermediate

PyTorch DataLoader Source Code - Debugging Session

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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.

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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 💻 DOWNLOAD ACCESS TO CODE FILES 🔗 https://deeplizard.com/resources ✨ Support collective intelligence, join the deeplizard hivemind for exclusive rewards: 🔗 https://deeplizard.com/hivemind 🧠 Use code DEEPLIZARD at checkout to receive 15% off your first Neurohacker order: 🔗 https://neurohacker.com/shop?rfsn=6488344.d171c6 ❤️🦎 Special thanks to the following polymaths of the deeplizard hivemind: Tammy Mano Prime Ling Li 👀 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 📕 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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