AWS Machine Learning - AI

NOVEMBER 1, 2024

Without a scalable approach to controlling costs, organizations risk unbudgeted usage and cost overruns. This scalable, programmatic approach eliminates inefficient manual processes, reduces the risk of excess spending, and ensures that critical applications receive priority. However, there are considerations to keep in mind.

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Generative AI AWS Artificial Inteligence Budget 130

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. In this solution, we use Amazon Bedrock Agents.

Virtualization 77

Virtualization Lambda AWS Authentication 77

AWS Machine Learning - AI

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. Some applications may need to access data with personal identifiable information (PII) while others may rely on noncritical data. At this point, you need to consider the use case and data isolation requirements.

Generative AI 103

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AWS Machine Learning - AI

JANUARY 13, 2025

Manually reviewing and processing this information can be a challenging and time-consuming task, with a margin for potential errors. Amazon SQS serves as a buffer, enabling the different components to send and receive messages in a reliable manner without being directly coupled, enhancing scalability and fault tolerance of the system.

Education 92

Education Report Technical Review Generative AI 92

AWS Machine Learning - AI

MARCH 4, 2025

We demonstrate how to harness the power of LLMs to build an intelligent, scalable system that analyzes architecture documents and generates insightful recommendations based on AWS Well-Architected best practices. Integration with the AWS Well-Architected Tool pre-populates workload information and initial assessment responses.

Generative AI 96

Generative AI Technical Review Software Review Systems Review 96

AWS Machine Learning - AI

APRIL 1, 2025

This AI-driven approach is particularly valuable in cloud development, where developers need to orchestrate multiple services while maintaining security, scalability, and cost-efficiency. Todays AI assistants can understand complex requirements, generate production-ready code, and help developers navigate technical challenges in real time.

AWS 114

AWS Software Review Knowledge Base Artificial Inteligence 114

AWS Machine Learning - AI

FEBRUARY 25, 2025

Error retrieval and context gathering The Amazon Bedrock agent forwards these details to an action group that invokes the first AWS Lambda function (see the following Lambda function code ). This contextual information is then sent back to the first Lambda function. Provide the troubleshooting steps to the user.

Lambda 62

Lambda Generative AI AWS Software Review 62

AWS Machine Learning - AI

NOVEMBER 21, 2024

Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. The pre-annotation Lambda function can process the input manifest file before data is presented to annotators, enabling any necessary formatting or modifications. On the SageMaker console, choose Create labeling job.

Video 83

Video Lambda AWS Generative AI 83

AWS Machine Learning - AI

OCTOBER 29, 2024

Although the implementation is straightforward, following best practices is crucial for the scalability, security, and maintainability of your observability infrastructure. Implementation and best practices The solution is designed to be modular and flexible so you can customize it according to your specific requirements.

Generative AI 100

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AWS Machine Learning - AI

MARCH 13, 2025

The Lambda function spins up an Amazon Bedrock batch processing endpoint and passes the S3 file location. The second Lambda function performs the following tasks: It monitors the batch processing job on Amazon Bedrock. For detailed information, refer to the Security Best Practices section of this post.

Artificial Inteligence 93

Artificial Inteligence Systems Review System Generative AI 93

LaunchDarkly

JUNE 5, 2019

The solution that we devised emerged after the Amazon Web Services (AWS) launched Lambda@Edge in mid-2017. We had already been using the powerful Lambda platform for certain infrastructure tasks and heavy lifting in AWS. Lambda@Edge NodeJS goodness. In our initial testing, Lambda@Edge performed well, within a Region.

Lambda 72

Lambda AWS Software Engineering Engineering 72

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. A Lambda function pulls the appropriate prompt template from the Lambda layer and formats model prompts by adding the customer input in the associated prompt template. awscli>=1.29.57

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Generative AI Lambda AWS Artificial Inteligence 133

AWS Machine Learning - AI

JULY 11, 2024

After being configured, an agent builds the prompt and augments it with your company-specific information to provide responses back to the user in natural language. During the IaC generation process, Amazon Bedrock agents actively probe for additional information by analyzing the provided diagrams and querying the user to fill any gaps.

Software Review 125

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AWS Machine Learning - AI

NOVEMBER 14, 2024

This innovative service goes beyond traditional trip planning methods, offering real-time interaction through a chat-based interface and maintaining scalability, reliability, and data security through AWS native services. Architecture The following figure shows the architecture of the solution.

Artificial Inteligence 101

Artificial Inteligence Generative AI Travel AWS 101

The Agile Monkey

DECEMBER 22, 2022

However, these tools may not be suitable for more complex data or situations requiring scalability and robust business logic. In short, Booster is a Low-Code TypeScript framework that allows you to quickly and easily create a backend application in the cloud that is highly efficient, scalable, and reliable. WTF is Booster?

Scalability 98

Scalability AWS Authentication Open Source 98

AWS Machine Learning - AI

NOVEMBER 22, 2024

The map functionality in Step Functions uses arrays to execute multiple tasks concurrently, significantly improving performance and scalability for workflows that involve repetitive operations. Furthermore, our solutions are designed to be scalable, ensuring that they can grow alongside your business.

Generative AI 77

Generative AI AWS Technical Review Backup 77

AWS Machine Learning - AI

AUGUST 13, 2024

The healthcare industry generates and collects a significant amount of unstructured textual data, including clinical documentation such as patient information, medical history, and test results, as well as non-clinical documentation like administrative records. Lastly, the Lambda function stores the question list in Amazon S3.

Healthcare 123

Healthcare Artificial Inteligence Analysis Lambda 123

AWS Machine Learning - AI

APRIL 24, 2024

An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user. They also allow for simpler application layer code because the routing logic, vectorization, and memory is fully managed.

Artificial Inteligence 124

Artificial Inteligence Lambda Knowledge Base IoT 124

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. The file saved on Amazon S3 creates an event that triggers a Lambda function. The function sends that information to CloudWatch metrics.

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Artificial Inteligence AWS Lambda Metrics 126

AWS Machine Learning - AI

MAY 30, 2024

In this post, we describe how CBRE partnered with AWS Prototyping to develop a custom query environment allowing natural language query (NLQ) prompts by using Amazon Bedrock, AWS Lambda , Amazon Relational Database Service (Amazon RDS), and Amazon OpenSearch Service. A Lambda function with business logic invokes the primary Lambda function.

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AWS Lambda Performance Artificial Inteligence 121

Xebia

MAY 21, 2024

Many companies across various industries prioritize modernization in the cloud for several reasons, such as greater agility, scalability, reliability, and cost efficiency, enabling them to innovate faster and stay competitive in today’s rapidly evolving digital landscape.

AWS 130

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AWS Machine Learning - AI

FEBRUARY 6, 2024

This generative AI-based solution extracts information from the technical reports produced as part of the testing process and delivers the detailed dossier in a common format required by the central governing bodies. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB.

Generative AI 118

Generative AI AWS Lambda Technical Review 118

AWS Machine Learning - AI

FEBRUARY 9, 2024

API Gateway routes the request to an AWS Lambda function ( bedrock_invoke_model ) that’s responsible for logging team usage information in Amazon CloudWatch and invoking the Amazon Bedrock model. The workflow steps are as follows: An Amazon EventBridge rule triggers a Lambda function ( bedrock_cost_tracking ) daily.

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Lambda Generative AI AWS Microservices 138

AWS Machine Learning - AI

JULY 10, 2024

Advanced parsing Advanced parsing is the process of analyzing and extracting meaningful information from unstructured or semi-structured documents. Parsing documents is important for RAG applications because it enables the system to understand the structure and context of the information contained within the documents.

Knowledge Base 125

Knowledge Base Artificial Inteligence Lambda Applications 125

AWS Machine Learning - AI

JULY 3, 2024

The steps could be AWS Lambda functions that generate prompts, parse foundation models’ output, or send email reminders using Amazon SES. A Lambda function generates a prompt that includes system instructions, the original message, and other needed information such as the current date and time.

AWS 129

AWS Artificial Inteligence Generative AI Lambda 129

AWS Machine Learning - AI

SEPTEMBER 20, 2024

By using web search APIs, developers can enhance their applications with up-to-date information from across the internet, enabling features like content discovery, trend analysis, and intelligent recommendations. This keeps users engaged within your application, improving overall user experience and retention.

Generative AI 101

Generative AI Lambda Applications AWS 101

AWS Machine Learning - AI

AUGUST 21, 2024

Customer reviews can reveal customer experiences with a product and serve as an invaluable source of information to the product teams. However, when building a scalable review analysis solution, businesses can achieve the most value by automating the review analysis workflow.

Technical Review 119

Technical Review Software Review Systems Review Lambda 119

AWS Machine Learning - AI

JULY 3, 2024

The use cases can range from medical information extraction and clinical notes summarization to marketing content generation and medical-legal review automation (MLR process). By accessing up-to-date and accurate information, healthcare providers can adapt their patients’ treatment in a more informed and knowledgeable way.

Artificial Inteligence 118

Artificial Inteligence Generative AI Lambda Healthcare 118

Stackery

JULY 1, 2020

Information security & serverless applications. Information security (infosec) is a broad field. Lambda Function ? In the above example, we are adding permission for a Lambda Function to create, read, update, and delete items inside the table. Its practitioners behave more like artists than engineers. DynamoDB Table

Serverless 72

Serverless AWS Authentication Lambda 72

CIO

OCTOBER 18, 2023

To do so, the team had to overcome three major challenges: scalability, quality and proactive monitoring, and accuracy. Transforming dialysis Waguespack says the project was new ground for Fresenius, requiring the organization to explore measures to protect health information in the cloud and the role AI can play in a clinical setting.

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AWS Machine Learning - AI

MARCH 7, 2025

Verisk (Nasdaq: VRSK) is a leading strategic data analytics and technology partner to the global insurance industry, empowering clients to strengthen operating efficiency, improve underwriting and claims outcomes, combat fraud, and make informed decisions about global risks. The user can pick the two documents that they want to compare.

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Generative AI Technical Review Insurance Policies 80

AWS Machine Learning - AI

APRIL 11, 2024

Manually processing these documents to classify and extract information remains expensive, error prone, and difficult to scale. For more information, see Amazon Comprehend document classifier adds layout support for higher accuracy. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

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Artificial Inteligence Lambda AWS Machine Learning 116

High Scalability

MARCH 8, 2019

paul_snively : You say "convention over configuration;" I hear "ambient information stuck in someone's head." You say "configuration over hardcoding;" I hear "information in a different language that must be parsed, can be malformed, or not exist.". They'll learn a lot and love you even more. So many more quotes.

Scalability 58

Scalability Internet Telecommunications Lambda 58

AWS Machine Learning - AI

SEPTEMBER 6, 2024

Vidmob envisions making it effortless for customers to utilize this data to generate insights and make informed decisions about their creative strategies. They are designed to predict and summarize text-based information and are less optimized for computing creative data at a terabyte scale.

Generative AI 111

Generative AI Artificial Inteligence Data AWS 111

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. This enables organisations to unlock the full potential of their data assets, making informed decisions and driving innovative business strategies.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

AWS Machine Learning - AI

JULY 2, 2024

Knowledge bases effectively bridge the gap between the broad knowledge encapsulated within foundation models and the specialized, domain-specific information that businesses possess, enabling a truly customized and valuable generative artificial intelligence (AI) experience. A work organization application has a conversational search feature.

Knowledge Base 118

Knowledge Base Artificial Inteligence Lambda Authentication 118

AWS Machine Learning - AI

NOVEMBER 14, 2024

The results are shown in a Streamlit app, with the invoices and extracted information displayed side-by-side for quick review. After uploading, you can set up a regular batch job to process these invoices, extract key information, and save the results in a JSON file. Importantly, your document and data are not stored after processing.

Software Review 96

Software Review Technical Review AWS Artificial Inteligence 96