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.

Knowledge Base 107

Knowledge Base Generative AI Technical Review Lambda 107

AWS Machine Learning - AI

JANUARY 13, 2025

Given the value of data today, organizations across various industries are working with vast amounts of data across multiple formats. The primary purpose of this proof of concept was to test and validate the proposed technologies, demonstrating their viability and potential for streamlining BQAs reporting and data management processes.

Education 110

Education Report Technical Review Generative AI 110

AWS Machine Learning - AI

MARCH 13, 2025

This post will discuss agentic AI driven architecture and ways of implementing. These AI agents have demonstrated remarkable versatility, being able to perform tasks ranging from creative writing and code generation to data analysis and decision support.

Artificial Inteligence 94

Artificial Inteligence Lambda Travel Generative AI 94

AWS Machine Learning - AI

MAY 1, 2025

Model Context Protocol (MCP) aims to standardize how these channels, agents, tools, and customer data can be used by agents, as shown in the following figure. We will deep dive into the MCP architecture later in this post.

Artificial Inteligence 100

Artificial Inteligence AWS Architecture Generative AI 100

AWS Machine Learning - AI

MAY 2, 2025

The following diagram illustrates the solution architecture on AWS. Semantic word associations with API Gateway and Lambda While the initial word list generated by Amazon Rekognition provides a solid starting point, the user might be seeking a more specific or related word.

Generative AI 72

Generative AI AWS Lambda Authentication 72

Xebia

OCTOBER 23, 2024

Architecture Overview The accompanying diagram visually represents our infrastructure’s architecture, highlighting the relationships between key components. Data plane availability design is 99.995%. Which means that the data plane can be down for 26 minutes per year or 2 minutes per month.

AWS 130

AWS Network Software Review Lambda 130

AWS Machine Learning - AI

APRIL 1, 2025

Model Context Protocol (MCP) is a standardized open protocol that enables seamless interaction between large language models (LLMs), data sources, and tools. Accelerate building on AWS What if your AI assistant could instantly access deep AWS knowledge, understanding every AWS service, best practice, and architectural pattern?

AWS 119

AWS Software Review Knowledge Base Artificial Inteligence 119

AWS Machine Learning - AI

APRIL 1, 2025

Amazon Bedrock Agents enables this functionality by orchestrating foundation models (FMs) with data sources, applications, and user inputs to complete goal-oriented tasks through API integration and knowledge base augmentation. Local data sources : Your databases, local data sources, and services that MCP servers can securely access.

Generative AI 134

Generative AI AWS Artificial Inteligence Software Review 134

AWS Machine Learning - AI

OCTOBER 29, 2024

Recently, we’ve been witnessing the rapid development and evolution of generative AI applications, with observability and evaluation emerging as critical aspects for developers, data scientists, and stakeholders. This feature allows you to separate data into logical partitions, making it easier to analyze and process data later.

Generative AI 113

Generative AI Applications AWS Knowledge Base 113

AWS Machine Learning - AI

MARCH 20, 2025

Companies of all sizes face mounting pressure to operate efficiently as they manage growing volumes of data, systems, and customer interactions. SageMaker Unified Studio, using Amazon DataZone , provides a comprehensive data management solution through its integrated services.

Generative AI 115

Generative AI Systems Review System Lambda 115

AWS Machine Learning - AI

NOVEMBER 21, 2024

This setup enables the model to learn from human-labeled data, refining its ability to produce content that aligns with natural human expectations. Importance of high-quality data and reducing labeling errors High-quality data is essential for training generative AI models that can produce natural, human-like audio and video content.

Video 100

Video Lambda AWS Generative AI 100

AWS Machine Learning - AI

FEBRUARY 11, 2025

Although weather information is accessible through multiple channels, businesses that heavily rely on meteorological data require robust and scalable solutions to effectively manage and use these critical insights and reduce manual processes. An agent helps your end users complete actions based on organization data and user input.

Virtualization 83

Virtualization Lambda AWS Authentication 83

AWS Machine Learning - AI

MARCH 18, 2025

The LLM can then use its extensive knowledge base, which can be regularly updated with the latest medical research and clinical trial data, to provide relevant and trustworthy responses tailored to the patients specific situation. Extraction of relevant data points for electronic health records (EHRs) and clinical trial databases.

Artificial Inteligence 112

Artificial Inteligence Technical Review Healthcare Systems Review 112

TechCrunch

MAY 3, 2022

Databases are growing at an exponential rate these days, and so when it comes to real-time data observability, organizations are often fighting a losing battle if they try to run analytics or any observability process in a centralized way. ” he exclaimed.). “It makes us much more unique.”

Data 192

Data Artificial Inteligence Lambda Analytics 192

Xebia

OCTOBER 25, 2024

How about security When the device sends its data, it also contains the identifier of the device itself. This allows you to use a Lambda function to use business logic to decide whether the call can be performed. Based on those questions, you might pivot your solution’s architecture. Using a queue completely decouples it.

Serverless 130

Serverless Technical Review Lambda AWS 130

AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. The following diagram illustrates the architecture of the application.

Generative AI 131

Generative AI AWS Lambda Authentication 131

Xebia

APRIL 16, 2025

I summarized my key takeaways that can help you improve your serverless architectures. From Lambda-lith to Step Function A common anti-pattern in serverless architecture is creating a “Lambda-lith” – a monolithic Lambda function that handles too many responsibilities. With expressions like $.account.order.product.price.sum()

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AWS Lambda Serverless Architecture 130

Stackery

FEBRUARY 19, 2020

Too often serverless is equated with just AWS Lambda. Yes, it’s true: Amazon Web Services (AWS) helped to pioneer what is commonly referred to as serverless today with AWS Lambda, which was first announced back in 2015. Lambda is just one component of a modern serverless stack.

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Lambda Serverless AWS Architecture 91

AWS Machine Learning - AI

NOVEMBER 1, 2024

InvokeModelWithResponseStream API : Invokes the model and streams the response, useful for handling large data outputs or long-running processes. The architecture in the preceding figure illustrates two methods for dynamically retrieving inference profile ARNs based on tags.

Generative AI 141

Generative AI AWS Artificial Inteligence Budget 141

AWS Machine Learning - AI

MAY 30, 2024

The opportunities to unlock value using AI in the commercial real estate lifecycle starts with data at scale. Although CBRE provides customers their curated best-in-class dashboards, CBRE wanted to provide a solution for their customers to quickly make custom queries of their data using only natural language prompts.

AWS 129

AWS Lambda Performance Artificial Inteligence 129

CIO

MAY 8, 2024

In the age of big data, where information is generated at an unprecedented rate, the ability to integrate and manage diverse data sources has become a critical business imperative. Traditional data integration methods are often cumbersome, time-consuming, and unable to keep up with the rapidly evolving data landscape.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

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. Consider a global retail site operating across multiple regions and countries.

Generative AI 106

Generative AI Applications Technical Review Software Review 106

AWS Machine Learning - AI

JULY 11, 2024

This solution shows how Amazon Bedrock agents can be configured to accept cloud architecture diagrams, automatically analyze them, and generate Terraform or AWS CloudFormation templates. Solution overview Before we explore the deployment process, let’s walk through the key steps of the architecture as illustrated in Figure 1.

Software Review 138

Software Review Infrastructure Lambda Generative AI 138

Xebia

JANUARY 19, 2023

The following is a review of the book Fundamentals of Data Engineering by Joe Reis and Matt Housley, published by O’Reilly in June of 2022, and some takeaway lessons. This book is as good for a project manager or any other non-technical role as it is for a computer science student or a data engineer.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

OCTOBER 11, 2024

Create business intelligence (BI) dashboards for visual representation and analysis of event data. For instance, programmatic rules for event attribute-based noise filtering lack flexibility when faced with organizational changes, expansion of the service footprint, or new data source formats, leading growing complexity.

Cloud 97

Cloud AWS Serverless Policies 97

AWS Machine Learning - AI

APRIL 23, 2025

Archival data in research institutions and national laboratories represents a vast repository of historical knowledge, yet much of it remains inaccessible due to factors like limited metadata and inconsistent labeling. The following diagram illustrates the solution architecture. Click here to open the AWS console and follow along.

Artificial Inteligence 66

Artificial Inteligence Open Source AWS Serverless 66

AWS Machine Learning - AI

NOVEMBER 14, 2024

It enables you to privately customize the FM of your choice with your data using techniques such as fine-tuning, prompt engineering, and retrieval augmented generation (RAG) and build agents that run tasks using your enterprise systems and data sources while adhering to security and privacy requirements.

Artificial Inteligence 111

Artificial Inteligence Generative AI Travel AWS 111

AWS Machine Learning - AI

MAY 2, 2025

For company research, the system conducts in-depth investigations of portfolio companies and collects vital financial and operational data. This architecture demonstrates the significant advantages of deploying multiple specialized agents, each designed to handle distinct aspects of complex tasks such as financial analysis.

Real Estate 72

Real Estate Artificial Inteligence Knowledge Base Lambda 72

AWS Machine Learning - AI

FEBRUARY 26, 2024

Our proposed architecture provides a scalable and customizable solution for online LLM monitoring, enabling teams to tailor your monitoring solution to your specific use cases and requirements. A modular architecture, where each module can intake model inference data and produce its own metrics, is necessary.

Artificial Inteligence 139

Artificial Inteligence AWS Lambda Metrics 139

AWS Machine Learning - AI

FEBRUARY 25, 2025

Solution overview Before we dive into the deployment process, lets walk through the key steps of the architecture as illustrated in the following figure. This function invokes another Lambda function (see the following Lambda function code ) which retrieves the latest error message from the specified Terraform Cloud workspace.

Lambda 64

Lambda Generative AI AWS Software Review 64

AWS Machine Learning - AI

MARCH 15, 2024

In this post, we show you how to build a speech-capable order processing agent using Amazon Lex, Amazon Bedrock, and AWS Lambda. Solution overview The following diagram illustrates our solution architecture. The ObjectCreator prompt converts the natural language requests into a data structure (JSON format). awscli>=1.29.57

Generative AI 139

Generative AI Lambda AWS Artificial Inteligence 139

Tenable

FEBRUARY 13, 2024

The good news is that deploying these applications on a serverless architecture can make it easier to protect them. Cloud-native architecture has opened up new avenues for developers, bringing individual components out of monolithic server configurations and making them readily available as consumable services. Here’s why.

Serverless 107

Serverless Architecture Applications Cloud 107

AWS Machine Learning - AI

FEBRUARY 6, 2024

By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. Because of the sensitive nature of the data and effort involved, pharmaceutical companies need a higher level of control, security, and auditability.

Generative AI 130

Generative AI AWS Lambda Technical Review 130

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Specifically, such data analysis can result in predicting trends and public sentiment while also personalizing customer journeys, ultimately leading to more effective marketing and driving business. The central goal is to empower customers to directly query and analyze their creative performance data through a chat interface.

Generative AI 123

Generative AI Artificial Inteligence Data AWS 123

LaunchDarkly

JUNE 5, 2019

Early in 2016, TrueCar decided to move internet operations off premises from its data centers to the AWS cloud. Not only did TrueCar need to move their domain DNS entries, they also needed to revamp their entire architecture, software, and operational practices. We also included a range key for the URI part of the request.

Lambda 72

Lambda AWS Software Engineering Engineering 72

AWS Machine Learning - AI

APRIL 22, 2025

Seamless live stream acquisition The solution begins with an IP-enabled camera capturing the live event feed, as shown in the following section of the architecture diagram. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 79

Media Knowledge Base AWS Systems Review 79

Dzone - DevOps

MAY 1, 2023

This was not only about rewriting applications, but the backend data stores were also redesigned in terms of dynamic scalability , high performance, and flexibility for event-driven architecture.

Serverless 94

Serverless Lambda Data AWS 94