Tutorial

Introduction¶ Amazon Redshift, a fully-managed data warehousing service, has introduced an exciting new feature called incremental refresh for materialized views on data lake tables. Materialized views in Redshift serve as a valuable method to enhance query performance on large tables, particularly those involving aggregations and multi-table joins. With the addition of incremental refresh support, Redshift …

A Comprehensive Guide to Incremental Refresh for Materialized Views on data lake tables in Amazon Redshift Read More »

AWS HealthScribe is now available for general use, revolutionizing the way clinical notes are generated from consultation audio. With just a single API, AWS HealthScribe enables automatic generation of preliminary clinical notes for key sections of patient conversations. This guide will walk you through the various features and functionality of AWS HealthScribe, while also focusing …

Complete Guide to AWS HealthScribe Read More »

Table of Contents Introduction Understanding Amazon Redshift Serverless AI-driven Scaling and Optimizations 3.1 Workload pattern learning 3.2 Tailored performance optimizations 3.3 Automatic capacity adjustments AI-enhanced Optimizations and Forecasting 4.1 Automatic materialized views 4.2 ML-enhanced sorting technique Setting Price-Performance Targets 5.1 The concept of price-performance slider 5.2 Optimizing cost with workload requirements Technical Considerations for SEO …

The Ultimate Guide to Amazon Redshift Serverless with AI-driven Scaling and Optimizations Read More »

In today’s fast-paced and ever-changing digital landscape, it is imperative to have robust backup and restore mechanisms in place. AWS Backup is a powerful service offered by Amazon Web Services (AWS) that enables you to efficiently create, manage, and automate your backups across various AWS services. With the recent launch of support for restore testing, …

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Introduction¶ In an effort to provide partners with the tools and resources they need to accelerate customer issue resolution, AWS is excited to announce enhanced capabilities for Partner-Led Support. This release gives partners secure access to several diagnostic tools previously only available to AWS Support. With the added benefits of ongoing training, collaboration with AWS …

Announcing Enhanced Capabilities for Partner-Led Support Read More »

Introduction¶ In the world of relational databases, scaling workloads has always been a challenge. Traditional databases often require custom solutions or the management of multiple databases to handle increasing workloads efficiently. However, Amazon Aurora Limitless Database changes the game with its innovative serverless endpoint that automatically distributes data and queries across multiple Amazon Aurora Serverless …

Announcing Amazon Aurora Limitless Database Read More »

Introduction¶ In today’s highly connected business landscape, efficient and seamless data interchange between organizations is essential. AWS B2B Data Interchange offers a robust solution for onboarding, managing, and monitoring your entire network of trading partner relationships. This centralized dashboard allows you to streamline communication mechanisms and automate data transformations, leading to improved efficiency and meaningful …

Announcing AWS B2B Data Interchange Read More »

In recent years, machine learning (ML) has become increasingly popular across various industries. With the ability to analyze and interpret massive amounts of data, ML has revolutionized the way businesses approach problem-solving and decision-making. However, one of the biggest challenges faced by ML practitioners is managing and processing these large datasets efficiently. Amazon Simple Storage …

New updates automatically accelerate Amazon S3 data transfer for ML training Read More »

Introduction¶ Large Language Models (LLMs) have gained immense popularity across various domains due to their ability to generate natural language text, understand context, and perform advanced tasks like machine translation, sentiment analysis, and chatbots. However, these models are often too large to fit on a single accelerator or GPU device, leading to challenges in achieving …

Guide to Large Model Inference with Amazon SageMaker LMI DLC and TensorRT-LLM support Read More »

In this guide, we will be discussing the major dashboard enhancements that have been announced in AWS Security Hub. These enhancements allow users to filter and customize their dashboard views, as well as view a new set of widgets that have been carefully chosen to reflect the modern cloud security threat landscape and relate to …

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