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How to extend the functionality of AWS Trainium with custom operators

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The torch…h header needs to be included when defining the kernel for you to have access to a NeuronCore-ported subset of the Pytorch C++ API:

#include <torch/torch…h header from the torchneuron library:

#include “torchneuron/register… If supplying the build_directory parameter, the library file will be stored in the indicated directory:

import torch_neuronx
from torch_neuron…

What’s new in Azure Data & AI: Helping organizations manage the data deluge

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To get expert help with designing and building a modern data foundation for AI, check out the Azure Migration and Modernization Program…

Can ChatGPT work with your enterprise data? In 15 minutes, learn how to integrate ChatGPT into your own enterprise-grade app experiences using Azure OpenAI Service with precise control over the knowledge base, for in-context and relevant responses…

Deliver your first ML use case in 8–12 weeks

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This post describes how to implement your first ML use case using Amazon SageMaker in just 8–12 weeks by leveraging a methodology called Experience-based Acceleration (EBA)…

Solution overview: Machine Learning Experience-based Acceleration (ML EBA)
Machine learning EBA is a 3-day, sprint-based, interactive workshop (called a party) that uses SageMaker to accelerate business outcomes by …

Let’s Architect! Getting started with containers

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It helps customers review and improve their cloud-based architectures and better understand the business impact of their design decisions…
Take me to explore the Containers Build Lens!

Follow Containers Build Lens Best practices to architect your containers-based workloads…

Architecting for resiliency on AWS App Runner
Learn how to architect an highly available and resilient applicat…

Run your local machine learning code as Amazon SageMaker Training jobs with minimal code changes

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We recently introduced a new capability in the Amazon SageMaker Python SDK that lets data scientists run their machine learning (ML) code authored in their preferred integrated developer environment (IDE) and notebooks along with the associated runtime dependencies as Amazon SageMaker training jobs with minimal code changes to the experimentation done locally… Amazon SageMaker Model Training hel…

Using Amazon CloudWatch Internet Monitor for a Better Gaming Experience

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Multiplayer online games require fast, stable internet connections to ensure smooth, seamless gameplay, so internet speed and connectivity are a significant priority for gamers… Amazon CloudWatch Internet Monitor can help you quickly pinpoint where users are experiencing latency issues globally and give insights into improving performance for your AWS internet-facing applications… However, gi…

Perform intelligent search across emails in your Google workspace using the Gmail connector for Amazon Kendra

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Enter the unique ID for the service account you created earlier, and enter the following scopes to allow the service account to access the emails from Gmail:

https://www…readonly
https://www… He is based in Melbourne, Australia, and works closely with power and utilities customers to accelerate their journey in the cloud…Many organizations use Gmail for their business email …