AWS Machine Learning - AI

APRIL 9, 2025

Such a virtual assistant should support users across various business functions, such as finance, legal, human resources, and operations. This architecture workflow includes the following steps: A user submits a question through a web or mobile application. The architecture of this system is illustrated in the following figure.

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AWS Machine Learning - AI

NOVEMBER 15, 2024

With the QnABot on AWS (QnABot), integrated with Microsoft Azure Entra ID access controls, Principal launched an intelligent self-service solution rooted in generative AI. Principal also used the AWS open source repository Lex Web UI to build a frontend chat interface with Principal branding.

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Generative AI AWS Groups Artificial Inteligence 111

CIO

FEBRUARY 11, 2025

The built-in elasticity in serverless computing architecture makes it particularly appealing for unpredictable workloads and amplifies developers productivity by letting developers focus on writing code and optimizing application design industry benchmarks , providing additional justification for this hypothesis. Architecture complexity.

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AWS Machine Learning - AI

DECEMBER 24, 2024

Manually managing such complexity can often be counter-productive and take away valuable resources from your businesses AI development. To simplify infrastructure setup and accelerate distributed training, AWS introduced Amazon SageMaker HyperPod in late 2023. You can also customize your distributed training. The Neuron 2.20

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AWS Machine Learning - AI

OCTOBER 17, 2024

During re:Invent 2023, we launched AWS HealthScribe , a HIPAA eligible service that empowers healthcare software vendors to build their clinical applications to use speech recognition and generative AI to automatically create preliminary clinician documentation.

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CIO

JANUARY 7, 2025

It prevents vendor lock-in, gives a lever for strong negotiation, enables business flexibility in strategy execution owing to complicated architecture or regional limitations in terms of security and legal compliance if and when they rise and promotes portability from an application architecture perspective.

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CIO

APRIL 15, 2025

Just as ancient trade routes determined how and where commerce flowed, applications and computing resources today gravitate towards massive datasets. However, as companies expand their operations and adopt multi-cloud architectures, they are faced with an invisible but powerful challenge: Data gravity.

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AWS Machine Learning - AI

NOVEMBER 13, 2024

The following diagram illustrates the solution architecture: The steps of the solution include: Upload data to Amazon S3 : Store the product images in Amazon Simple Storage Service (Amazon S3). The AWS Command Line Interface (AWS CLI) installed on your machine to upload the dataset to Amazon S3.

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AWS Machine Learning - AI

NOVEMBER 1, 2024

Although tagging is supported on a variety of Amazon Bedrock resources —including provisioned models, custom models, agents and agent aliases, model evaluations, prompts, prompt flows, knowledge bases, batch inference jobs, custom model jobs, and model duplication jobs—there was previously no capability for tagging on-demand foundation models.

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Hacker Earth Developers Blog

APRIL 16, 2025

It is important for us to rethink our role as developers and focus on architecture and system design rather than simply on typing code. AI-powered coding tools like GitHub Copilot and AWS’s Q Developer have demonstrated significant productivity gains. The Promise and the Pitfalls I have experienced both sides of vibe coding.

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Cloudera

DECEMBER 2, 2024

Cloudera is committed to providing the most optimal architecture for data processing, advanced analytics, and AI while advancing our customers’ cloud journeys. Together, Cloudera and AWS empower businesses to optimize performance for data processing, analytics, and AI while minimizing their resource consumption and carbon footprint.

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AWS Machine Learning - AI

OCTOBER 31, 2024

AWS offers powerful generative AI services , including Amazon Bedrock , which allows organizations to create tailored use cases such as AI chat-based assistants that give answers based on knowledge contained in the customers’ documents, and much more. In the following sections, we explain how to deploy this architecture.

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AWS Machine Learning - AI

APRIL 1, 2025

AWS App Studio is a generative AI-powered service that uses natural language to build business applications, empowering a new set of builders to create applications in minutes. Cross-instance Import and Export Enabling straightforward and self-service migration of App Studio applications across AWS Regions and AWS accounts.

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AWS Machine Learning - AI

OCTOBER 29, 2024

Refer to Supported Regions and models for batch inference for current supporting AWS Regions and models. To address this consideration and enhance your use of batch inference, we’ve developed a scalable solution using AWS Lambda and Amazon DynamoDB. Amazon S3 invokes the {stack_name}-create-batch-queue-{AWS-Region} Lambda function.

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CIO

FEBRUARY 4, 2025

However, the rapid pace of growth also highlights the urgent need for more sustainable and efficient resource management practices. The result was a compromised availability architecture. Many organizations have turned to FinOps practices to regain control over these escalating costs.

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CIO

APRIL 15, 2025

With the new TPU, Google said it wants to offer better performance per watt per dollar than any TPUs it released earlier and this is welcome news for CIOs as they often have to do more with less or constrained resources.

Cloud 139

Cloud Innovation Artificial Inteligence Google Cloud 139

AWS Machine Learning - AI

JANUARY 29, 2025

In this post, we explore how to deploy distilled versions of DeepSeek-R1 with Amazon Bedrock Custom Model Import, making them accessible to organizations looking to use state-of-the-art AI capabilities within the secure and scalable AWS infrastructure at an effective cost. 8B ) and DeepSeek-R1-Distill-Llama-70B (from base model Llama-3.3-70B-Instruct

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TechCrunch

MARCH 9, 2022

As organizations continue to build out their digital architecture, a new category of enterprise software has emerged to help them manage that process. “Enterprise architecture today is very much about the scaffolding in the organization,” he said.

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AWS Machine Learning - AI

MARCH 27, 2025

Amazon Bedrock cross-Region inference capability that provides organizations with flexibility to access foundation models (FMs) across AWS Regions while maintaining optimal performance and availability. We provide practical examples for both SCP modifications and AWS Control Tower implementations.

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Perficient

MARCH 27, 2025

What Youll Learn How Pulumi works with AWS Setting up Pulumi with Python Deploying various AWS services with real-world examples Best practices and advanced tips Why Pulumi for AWS? Multi-Cloud and Multi-Language Support Deploy across AWS, Azure, and Google Cloud with Python, TypeScript, Go, or.NET.

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AWS Machine Learning - AI

MARCH 14, 2025

Whether processing invoices, updating customer records, or managing human resource (HR) documents, these workflows often require employees to manually transfer information between different systems a process thats time-consuming, error-prone, and difficult to scale. The following diagram illustrates the solution architecture.

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Perficient

MARCH 11, 2025

AWS CloudFormation, a key service in the AWS ecosystem, simplifies IaC by allowing users to easily model and set up AWS resources. This blog explores the best practices for utilizing AWS CloudFormation to achieve reliable, secure, and efficient infrastructure management. Why Use AWS CloudFormation?

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Xebia

APRIL 16, 2025

Yesterday I attended the AWS Summit 2025 in Amsterdam where I joined a session about AWS Step Functions hosted by Adriaan de Jonge, a former Xebia colleague. I summarized my key takeaways that can help you improve your serverless architectures.

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CIO

JUNE 28, 2023

Amazon Web Services (AWS) on Tuesday unveiled a new no-code offering, dubbed AppFabric, designed to simplify SaaS integration for enterprises by increasing application observability and reducing operational costs associated with building point-to-point solutions. AppFabric, which is available across AWS’ US East (N.

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AWS Machine Learning - AI

OCTOBER 29, 2024

This solution uses decorators in your application code to capture and log metadata such as input prompts, output results, run time, and custom metadata, offering enhanced security, ease of use, flexibility, and integration with native AWS services. versions, catering to different programming preferences.

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AWS Machine Learning - AI

MARCH 3, 2025

Hybrid architecture with AWS Local Zones To minimize the impact of network latency on TTFT for users regardless of their locations, a hybrid architecture can be implemented by extending AWS services from commercial Regions to edge locations closer to end users. Next, create a subnet inside each Local Zone.

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AWS Machine Learning - AI

NOVEMBER 6, 2024

However, training and deploying such models from scratch is a complex and resource-intensive process, often requiring specialized expertise and significant computational resources. You can interact with Amazon Bedrock using AWS SDKs available in Python, Java, Node.js, and more. We walk through a Python example in this post.

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Mobilunity

DECEMBER 26, 2024

For medium to large businesses with outdated systems or on-premises infrastructure, transitioning to AWS can revolutionize their IT operations and enhance their capacity to respond to evolving market needs. AWS migration isnt just about moving data; it requires careful planning and execution. Need to hire skilled engineers?

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CIO

NOVEMBER 23, 2022

Enterprise architecture definition Enterprise architecture (EA) is the practice of analyzing, designing, planning, and implementing enterprise analysis to successfully execute on business strategies. Making it easier to evaluate existing architecture against long-term goals.

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AWS Machine Learning - AI

JANUARY 13, 2025

Amazon Q Business as a web experience makes AWS best practices readily accessible, providing cloud-centered recommendations quickly and making it straightforward to access AWS service functions, limits, and implementations. MuleSoft from Salesforce provides the Anypoint platform that gives IT the tools to automate everything.

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Generative AI AWS Innovation Knowledge Base 91

AWS Machine Learning - AI

OCTOBER 11, 2024

With a vast array of services and resource footprints spanning hundreds of accounts, organizations can face an overwhelming volume of operational events occurring daily, making manual administration impractical. It uses Amazon Bedrock , AWS Health , AWS Step Functions , and other AWS services.

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AWS Machine Learning - AI

NOVEMBER 6, 2024

However, Cloud Center of Excellence (CCoE) teams often can be perceived as bottlenecks to organizational transformation due to limited resources and overwhelming demand for their support. The CCoE implemented AWS Organizations across a substantial number of business units.

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AWS Machine Learning - AI

NOVEMBER 19, 2024

Amazon Bedrock offers a serverless experience so you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using AWS tools without having to manage infrastructure. The following diagram provides a detailed view of the architecture to enhance email support using generative AI.

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AWS Machine Learning - AI

DECEMBER 4, 2024

SageMaker Unified Studio combines various AWS services, including Amazon Bedrock , Amazon SageMaker , Amazon Redshift , Amazon Glue , Amazon Athena , and Amazon Managed Workflows for Apache Airflow (MWAA) , into a comprehensive data and AI development platform. Navigate to the AWS Secrets Manager console and find the secret -api-keys.

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Xebia

AUGUST 29, 2023

How does High-Performance Computing on AWS differ from regular computing? With common compute resources most (serial) computing challenges can be solved. Resources are available on-demand, no ordering/waiting time for the deployment of resources. AWS has two services to support your HPC workload.

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Erik Bernhardsson

NOVEMBER 30, 2021

Here's a theory I have about cloud vendors (AWS, Azure, GCP): Cloud vendors 1 will increasingly focus on the lowest layers in the stack: basically leasing capacity in their data centers through an API. Redshift is a data warehouse (aka OLAP database) offered by AWS. If you're an ambitious person, do you go work at AWS?

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CIO

APRIL 1, 2025

AI services require high resources like CPU/GPU and memory and hence cloud providers like Amazon AWS, Microsoft Azure and Google Cloud provide many AI services including features for genAI. Model training costs: Monitor expenses related to computational resources during model development.

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