Lecture 02: Development Infrastructure & Tooling (FSDL 2022)

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

development infrastructure tooling