Creating Cost-Effective Deep Learning with Custom AMIs and Spot Instances on AWS
2023-10-18 21:37:32 Author: hackernoon.com(查看原文) 阅读量:4 收藏

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Creating Cost-Effective Deep Learning with Custom AMIs and Spot Instances on AWS by@mirza

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This step-by-step guides you through creating and setting up a custom Deep Learning AMI on AWS for cost-effective deep learning tasks using "Spot Instances." The use of "g5g.xlarge" spot instances can be as low as $0.1519/hr. It explains the importance of efficient and cost-effective deep learning architecture in the AI-driven world and offers a comprehensive how-to guide. The guide covers launching an instance, installing system updates and required packages, setting up the latest NVIDIA drivers, CUDA 12.2 Toolkit, and CuDNN library, compiling and installing CUDA 12.2-enabled PyTorch, and testing the installation. The goal is to provide a seamless setup process for AWS users looking to optimize deep learning performance while minimizing costs. A complete script for this setup is also available, making it easier for users to follow the steps.

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