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Get started with the open-source Amazon SageMaker Distribution

AWS Machine Learning Blog

In this post, we show you how you can use the SageMaker open-source distribution to quickly experiment on your local environment and easily promote them to jobs on SageMaker. Set up your local environment You can directly start using the open-source distribution on your local laptop. An existing SageMaker domain.

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Building a Dataset for Triplet Loss with Keras and TensorFlow

Flipboard

In addition, we discussed metric learning and how contrastive losses can be used to learn a distance measure in the embedding space, which can help us effectively quantify the similarity between input images. Specifically, we will build a dataset for training our Siamese network-based recognition model. identification and verification).

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Getting Started with Docker for Machine Learning

Flipboard

How Do Containers Differ from Virtual Machines? What Are Containers? Finally, we will top it off by installing Docker on our local machine with simple and easy-to-follow steps. Envision yourself as an ML Engineer at one of the world’s largest companies. The pipeline broke down when moved from your computer to your colleague’s computer.

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NVMe vs. SATA: What’s the difference?

IBM Journey to AI blog

Unfortunately, choosing the right solution can be difficult. SATA (Serial Advanced Technology Attachment) is a protocol that prescribes how data is moved between a computer and a storage device, such as a hard disk drive (HDD ). The reason is simple: Better storage technologies mean faster, higher-performing compute environments.

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SSD vs. NVMe: What’s the difference?

IBM Journey to AI blog

Additionally, unlike other technologies, NVMe storage can connect directly to a computer’s CPU using a PCIe socket and enable the drive’s flash memory to function through PCIe as opposed to a SATA driver, which is slower. While every NVMe device is also an SSD drive, not all SSDs are NVMe drives.

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Scale your machine learning workloads on Amazon ECS powered by AWS Trainium instances

AWS Machine Learning Blog

In this post, we show you how to run your ML training jobs in a container using Amazon ECS to deploy, manage, and scale your ML workload. Running machine learning (ML) workloads with containers is becoming a common practice. What you get is an ML development environment that is consistent and portable. Run the ML task on Amazon ECS.

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Understanding Tasks in Diffusers: Part 1

PyImageSearch

This lesson is the 1st of a 3-part series on Understanding Tasks in Diffusers : Understanding Tasks in Diffusers: Part 1 (this tutorial) Understanding Tasks in Diffusers: Part 2 Understanding Tasks in Diffusers: Part 3 To learn how to make the most of your diffusion pipeline and work with the latest, just keep reading. What will we cover?