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10:32

What Lightning Apps Can Do

This is an excerpt from the opening keynote at Lightning DevCon featuring Lightning AI Tech Lead Thomas Chaton. Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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17:18

Lightning AI Frameworks

This is an excerpt from the opening keynote at Lightning DevCon featuring Lightning AI CTO Luca Antiga. Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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09:50

Mars Petcare & Lightning AI

This is an excerpt from the opening keynote at Lightning DevCon featuring Mars Sr. Director of Technology Mark Parkinson. Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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09:07

Lightning AI Infrastructure

This is an excerpt from the opening keynote at Lightning DevCon featuring Lightning AI Director of Engineering Noha Alon. Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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06:01

How to Build Apps on Lightning AI

This is an excerpt from the opening keynote at Lightning DevCon featuring Lightning AI Product Manager Eden Afek. Build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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39:05

Introducing Lightning AI

Learn how you can build in days not months with the most intuitive, flexible framework for building models and Lightning Apps (ie: ML workflow templates) which “glue” together your favorite ML lifecycle tools: https://lightning.ai/ Source of this PyTorch Lightning Video
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10:09

DeepMind Makes Prototyping Papers Easy with ACME

DeepMind’s ACME framework makes implementing deep reinforcement learning agents incredibly easy. By using a modularized approach to agent design, agents can be scaled from a single thread up to hundreds easily. In this video I’ll give you a brief overview of how all the pieces fit together. Learn how to turn deep reinforcement learning papers […]
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725
01:36:58

Learn PyTorch for deep learning in a day. Literally.

Welcome to the most beginner-friendly place on the internet to learn PyTorch for deep learning. All code on GitHub – https://dbourke.link/pt-github Ask a question – https://dbourke.link/pt-github-discussions Read the course materials online – https://learnpytorch.io Sign up for the full course on Zero to Mastery (20+ hours more video) – https://dbourke.link/ZTMPyTorch Below are the timestamps/outline of the […]
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09:33

Ep10: Python Classes and Object-Oriented Programming

Learn the basic idea behind object oriented-programming in Python. Object-oriented programming is one of the essential concepts behind using Python at its full potential, and it’s one of the cornerstones of modern machine learning deep learning frameworks like scikit-learn and PyTorch. Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the community: […]
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10
05:04

Ep09: Collaborate on Coding Projects with GitHub

Learn how to share your code on GitHub and collaborate with others on open-source projects. William and Sebastian discuss how to collaborate with pull requests. This is a continuation of the previous episode, which is available here: https://youtu.be/_0X_dljzr5E Episode show notes: https://github.com/Lightning-AI/engineering-class/blob/main/ep09-github-collab/Ep09-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the […]
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09:52

Ep08: Creating a Pull Request on GitHub

Learn how to share your code on GitHub and collaborate with others on open-source projects. William and Sebastian discuss how to create an account on GitHub and how to submit your first pull request. Episode show notes: https://github.com/Lightning-AI/engineering-class/blob/main/ep08-github-pr/Ep08-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the community: Join our Slack […]
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08:32

E07 Managing Code Projects with Git Branching

Learn about one of the most powerful features of Git: branching. William and Sebastian discuss how branching can be used to manage alternate versions of your code, which is incredibly useful for developing and testing new features. Also see the previous Ep 06 on the Git Basics: https://youtu.be/mndB6zHmU3k Episode show notes: https://github.com/Lightning-AI/engineering-class/blob/main/ep07-git-branching/Ep07-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt […]
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10:25

Ep 06: Version Control for Code Using Git

Learn how to get started with using Git for version control. William and Sebastian discuss why version control is useful and important for tracking code changes, and they will show you the fundamental Git workflow and commands. Episode show notes: https://github.com/Lightning-AI/engineering-class/blob/main/ep06-git-basics/Ep06-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the community: […]
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02:29

Lightning AI: Build end-to-end ML systems with plain python.

Introducing Lightning AI, the first operating system for AI. Use Lightning AI to build Lightning Apps which are end-to-end ML systems. Lightning apps allow researchers, data scientists, and software engineers to build everything from simple research demos to complex multi-cloud, fault-tolerant distributed ML systems with plain python. Explore Lightning Apps for inspiration at https://lightning.ai! #datascience […]
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01:37:49

Keynote Livestream

We’re thrilled to show you what you’ll soon be able to build with Lightning. Tune in here to join us for the opening keynote of Lightning DevCon 2022 where we’ll be making several exciting announcements! #BuildWithLightning #AI #ML #DeepLearning #DataScience Source of this PyTorch Lightning Video
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09:12

Ep 05: Debugging — Finding code errors more efficiently

William and Sebastian discuss how to get started with debugging code. Episode show notes: https://github.com/PyTorchLightning/engineering-class/blob/master/ep05-debugging/Ep05-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the community: Join our Slack https://pytorch-lightning.slack.com/archives/C03GS6MTCCQ (#engineering-class channel) to ask questions and chat with Peers! Source of this PyTorch Lightning Video
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06:41

Ep 04: Python IDEs and how to use PyCharm

William and Sebastian discuss how to get started using Interactive Development Environments (IDEs). Episode show notes: https://github.com/PyTorchLightning/engineering-class/blob/master/ep04-IDE/Ep04-ShowNotes.md Follow Sebastian: https://twitter.com/rasbt Follow William: https://twitter.com/_willfalcon More Learning materials: https://www.pytorchlightning.ai/edu/engineering-class. Learn with the community: Join our Slack https://pytorch-lightning.slack.com/archives/C03GS6MTCCQ (#engineering-class channel) to ask questions and chat with Peers! Source of this PyTorch Lightning Video
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10:51

Ep 03: Environments

William and Sebastian discuss Virtual Environments and the benefits of having dedicated spaces on your computer for focused and shared work. Episode show notes: https://github.com/PyTorchLightning/engineering-class/blob/master/ep03-environments/Ep03-ShowNotes.md This video is part of the “Lightning Bits: Engineering for Researchers” series. Check out https://www.pytorchlightning.ai/edu/engineering-class for more content, show notes, and other information. For questions, don’t hesitate to reach out […]
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00:45

Lightning Bits: Engineering for Researchers

In this series of short videos (10 min or less!) William Falcon & Sebastian Raschka teach you how to use IDEs, Git, the terminal, and more to make you more productive in your machine learning and AI research. Check out the full series at https://www.pytorchlightning.ai/edu/engineering-class. Source of this PyTorch Lightning Video
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10:07

Ep 02: The Terminal

Take a peek inside the computer as William and Sebastian explore the 8 top commands to get you started using the terminal. Episode show notes: https://github.com/PyTorchLightning/engineering-class/blob/master/ep02-terminal/Ep02-ShowNotes.md This video is part of the “Lightning Bits: Engineering for Researchers” series. Check out https://www.pytorchlightning.ai/edu/engineering-class for more content, show notes, and other information. For questions, don’t hesitate to reach […]
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42
06:22

Ep 01: Notebooks vs Python Projects

William and Sebastian discuss the pros and cons of Notebooks (as in Jupyter Notebooks) and Python Projects. Episode show notes: https://github.com/PyTorchLightning/engineering-class/blob/master/ep01-nbs-vs-projects/Ep01-ShowNotes.md This video is part of the “Lightning Bits: Engineering for Researchers” series. Check out https://www.pytorchlightning.ai/edu/engineering-class for more content, show notes, and other information. For questions, don’t hesitate to reach out to us on the […]
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11:39

Setup Apple Silicon Mac for Machine Learning in 11 minutes (PyTorch edition)

Setup your Apple M1, M1 Pro, M1 Max or M1 Ultra Mac for data science and machine learning with PyTorch. Get the code on GitHub – https://github.com/mrdbourke/pytorch-apple-silicon PyTorch on Mac announcement blog post – https://pytorch.org/blog/introducing-accelerated-pytorch-training-on-mac/ Learn PyTorch – https://learnpytorch.io Setup Apple M1 for TensorFlow – https://youtu.be/_1CaUOHhI6U Other links: Learn ML (beginner-friendly courses I teach) – […]