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NeurIPS 2023 Posters Cluster Visualization

Hacker News

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PEFT fine tuning of Llama 3 on SageMaker HyperPod with AWS Trainium

AWS Machine Learning Blog

The process of setting up and configuring a distributed training environment can be complex, requiring expertise in server management, cluster configuration, networking and distributed computing. To simplify infrastructure setup and accelerate distributed training, AWS introduced Amazon SageMaker HyperPod in late 2023.

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Improve Cluster Balance with the CPD Scheduler?—?Part 1

IBM Data Science in Practice

Improve Cluster Balance with the CPD Scheduler — Part 1 The default Kubernetes (“k8s”) scheduler can be thought of as a sort of “greedy” scheduler, in that it always tries to place pods on the nodes that have the most free resources. This frequently exacerbates cluster imbalance. This can lead to performance problems and even outages.

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Map Earth’s vegetation in under 20 minutes with Amazon SageMaker

AWS Machine Learning Blog

We pick the first week of December 2023 in this example. By utilizing the search_raster_data_collection function from SageMaker geospatial, we identified 8,581 unique Sentinel-2 images taken in the first week of December 2023. These batches are then evenly distributed across the machines in a cluster. format("/".join(tile_prefix),

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Unleashing success: Mastering the 10 must-have skills for data analysts in 2023

Data Science Dojo

In 2023, data analysts will be expected to have a wide range of skills and knowledge to be effective in their roles. Skills for data analysts 2023 10 essential skills for data analysts to have in 2023 Here are 10 essential skills for data analysts to have in 2023: 1. Are you ready to level up your skillset?

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How Strangers Got My Email Address From ChatGPT

Flipboard

As the camera moves out, the cubes form clusters of similar colors. 22, 2023 Last month, I … A camera moves through a cloud of multi-colored cubes, each representing an email message. Three passing cubes are labeled “k *@enron.com”, “m @enron.com” and “j **@enron.com.” By Jeremy White Dec.

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Open source observability for AWS Inferentia nodes within Amazon EKS clusters

AWS Machine Learning Blog

This post walks you through the Open Source Observability pattern for AWS Inferentia , which shows you how to monitor the performance of ML chips, used in an Amazon Elastic Kubernetes Service (Amazon EKS) cluster, with data plane nodes based on Amazon Elastic Compute Cloud (Amazon EC2) instances of type Inf1 and Inf2.

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