Unlock personalized experiences powered by AI using Amazon Personalize and Amazon OpenSearch Service

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Amazon OpenSearch Service is a fully managed service that makes it straightforward to deploy, scale, and operate OpenSearch in the AWS Cloud... Amazon Personalize allows you to add sophisticated personalization capabilities to your applications by using the same machine learning (ML) technology used on Amazon... Amazon Personalize supports the automatic adjustment of recommendations based on co...

Automate Amazon SageMaker Pipelines DAG creation

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Creating scalable and efficient machine learning (ML) pipelines is crucial for streamlining the development, deployment, and management of ML models... The framework code and examples presented here only cover model training pipelines, but can be readily extended to batch inference pipelines as well... This dynamic framework uses configuration files to orchestrate preprocessing, training, evaluat...

Risk-On Momentum Prevails As February Winds Down

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Trends have a shelf life, but it’s not yet obvious that the expiration date is today...Focusing on the US equities market tells a similar story as the ratio US stocks (SPY) vs... A sharp break lower for this ratio would signal a change in sentiment for the worse, but optimists prefer to see the recent flatlining for this ratio as a consolidation of previous gains vs...Let’s star...

Macro Briefing: 29 February 2024

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* Congressional leaders reach tentative deal to avoid government shutdown * Biden administration will investigate Chinese cars as security threat * Rate cuts will likely start this year, says Boston Fed Bank President Collins * Dept. of Justice launches antitrust probe into UnitedHealth Group * Why is bitcoin surging again? * US economic growth revised down slightly to still-solid 3.2% rise in Q4:...

Top Architecture Blog Posts of 2023

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Building endless aisle architecture for order processing Check it out! #9: Optimizing data with automated intelligent document processing solutions Who else dreads wading through large amounts of data in multiple formats? Just me? I didn’t think so... Architecture flow for Microservices to simulate a realistic failure scenario Check it out! #6: Let’s Architect! Designing event-driven a...

Build a robust text-to-SQL solution generating complex queries, self-correcting, and querying diverse data sources

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To address the challenges, our solution first incorporates the metadata of the data sources within the AWS Glue Data Catalog to increase the accuracy of the generated SQL query... The multi-step component allows the LLM to correct the generated SQL query for accuracy... At this stage, the process is ready to receive the query in natural language... The user enters their query in natural l...

Enhance container software supply chain visibility through SBOM export with Amazon Inspector and QuickSight

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Why is vulnerability scanning not enough? Scanning and monitoring vulnerable components that pose cybersecurity risks is known as vulnerability scanning, and is fundamental to organizations for ensuring a strong and solid security posture...In this post, I’ll show how you can export software bills of materials (SBOMs) for your containers by using an AWS native service, Amazon Inspector, and v...