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Lecture 02: Development Infrastructure & Tooling (FSDL 2022)

The Full Stack 12,650 lượt xem 2 years ago
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New course announcement ✨

We're teaching an in-person LLM bootcamp in the SF Bay Area on November 14, 2023. Come join us if you want to see the most up-to-date materials building LLM-powered products and learn in a hands-on environment.

https://www.scale.bythebay.io/llm-workshop

Hope to see some of you there!

--------------------------------------------------------------------------------------------- In this video, we cover what you need to develop deep learning models, from software engineering to distributed training to experiment management.

00:00 Development Infrastructure & Tooling
01:39 Software Engineering
09:02 Deep Learning Frameworks
14:47 Meta-frameworks and model zoos
16:52 Distributed Training
28:32 GPUs
39:09 Compute Resource Management
46:35 Experiment Management

Subscribe to our channel and sign up at https://fullstackdeeplearning.com/course/2022/ to follow along with the 2022 course!

Lecture Notes: https://fullstackdeeplearning.com/course/2022/lecture-2-development-infrastructure-and-tooling

Slides: https://fsdl.me/2022-lecture-02-slides

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