How Twilio used Amazon SageMaker MLOps pipelines with PrestoDB to enable frequent model retraining and optimized batch transform

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This post outlines the steps AWS and Twilio took to migrate Twilio’s existing machine learning operations (MLOps), the implementation of training models, and running batch inferences to Amazon SageMaker... ML models don’t operate in isolation... The model registry simplifies model deployment by centralizing model tracking... With SageMaker Processing jobs, you can use a simplified, managed e...

Courses to elevate your NoSQL data modeling skills

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It’s with a strong foundational knowledge that you can get the most from our intermediate courses that follow...In today’s digital landscape, NoSQL databases have emerged as mature and widely-adopted technologies, both on-premises and in the cloud... These powerful data management solutions have become indispensable for modern applications, offering a range of benefits that traditional rel...

Accelerate deep learning training and simplify orchestration with AWS Trainium and AWS Batch

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The training process proceeds as follows: The user creates a Docker image configured to suit the demands of the underlying training task... The image is pushed to Amazon Elastic Container Registry (Amazon ECR) to make it ready for deployment... The user submits the training job to AWS Batch with the Docker image... ECR repository – You need an ECR repository to store your Docker co...

How to create a pipeline for hardening Amazon EKS nodes and automate updates

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Amazon Elastic Kubernetes Service (Amazon EKS) offers a powerful, Kubernetes-certified service to build, secure, operate, and maintain Kubernetes clusters on Amazon Web Services (AWS)... It integrates seamlessly with key AWS services such as Amazon CloudWatch, Amazon EC2 Auto Scaling, and AWS Identity and Access Management (IAM), enhancing the monitoring, scaling, and load balancing of containeriz...

AWS for Games sponsors Epic Games’ Women Creators Program

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In October 2023, Amazon Web Services (AWS) teamed up with Epic Games to support its ‘Women Creators Program’ (WCP), an initiative to train women to create in Unreal Editor For Fortnite (UEFN) and provide mentorship as they pursue careers in games... UEFN combines the power of Unreal Engine – an advanced real-time 3D creation tool for photorealistic visuals and immersive experiences – wit...