AWS Machine Learning - AI

MARCH 5, 2025

Ground truth data in AI refers to data that is known to be factual, representing the expected use case outcome for the system being modeled. Document Section Targeting - Reference specific sections when the information location is relevant - Example: "In Section [X] of [Document Name], what are the steps for [specific process]?"

Generative AI 76

Generative AI Systems Review Software Review Artificial Inteligence 76

Xebia

JANUARY 15, 2024

When you speak with software developers, they will probably tell you that they use design patterns. In this blog post I will go over some reasons why you should be using design patterns in your Lambda functions Getting started To get started with AWS Lambda is quite easy, and this is also the reason why some crucial steps are skipped.

Lambda 130

Lambda AWS Software Review Serverless 130

AWS Machine Learning - AI

NOVEMBER 19, 2024

Organizations possess extensive repositories of digital documents and data that may remain underutilized due to their unstructured and dispersed nature. An email handler AWS Lambda function is invoked by WorkMail upon the receipt of an email, and acts as the intermediary that receives requests and passes it to the appropriate agent.

Knowledge Base 109

Knowledge Base Generative AI Technical Review Lambda 109

AWS Machine Learning - AI

MARCH 20, 2025

Lets look at an example solution for implementing a customer management agent: An agentic chat can be built with Amazon Bedrock chat applications, and integrated with functions that can be quickly built with other AWS services such as AWS Lambda and Amazon API Gateway. Update the due date for a JIRA ticket.

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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. By continually monitoring these reviews over time, businesses can recognize changes in customer perceptions and uncover areas of improvement.

Technical Review 126

Technical Review Software Review Systems Review Lambda 126

AWS Machine Learning - AI

APRIL 30, 2025

FloQasts software (created by accountants, for accountants) brings AI and automation innovation into everyday accounting workflows. Consider this: when you sign in to a software system, a log is recorded to make sure theres an accurate record of activityessential for accountability and security.

Artificial Inteligence 99

Artificial Inteligence Technical Review Software Review Generative AI 99

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 102

Video Lambda AWS Generative AI 102

AWS Machine Learning - AI

NOVEMBER 7, 2024

In the first part of the series, we showed how AI administrators can build a generative AI software as a service (SaaS) gateway to provide access to foundation models (FMs) on Amazon Bedrock to different lines of business (LOBs). It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker.

Generative AI 113

Generative AI AWS Enterprise Artificial Inteligence 113

AWS Machine Learning - AI

NOVEMBER 14, 2024

In this post, we provide a step-by-step guide with the building blocks needed for creating a Streamlit application to process and review invoices from multiple vendors. The results are shown in a Streamlit app, with the invoices and extracted information displayed side-by-side for quick review.

Software Review 111

Software Review Technical Review AWS Artificial Inteligence 111

AWS Machine Learning - AI

FEBRUARY 25, 2025

Troubleshooting infrastructure as code (IaC) errors often consumes valuable time and resources. This post demonstrates how you can use Amazon Bedrock Agents to create an intelligent solution to streamline the resolution of Terraform and AWS CloudFormation code issues through context-aware troubleshooting.

Lambda 65

Lambda Generative AI AWS Software Review 65

Hacker Earth Developers Blog

MARCH 3, 2020

It exists in variants that target the JVM (Kotlin/JVM), JavaScript (Kotlin/JS), and Native code (Kotlin/Native). Concise : Kotlin drastically reduces the amount of boilerplate code. The fewer lines of code mean that you spend less time to write, read, and debug the code. Why Kotlin? val name: String? Ktor, etc.

Software Review 49

Software Review Systems Review Exercises Course 49

AWS Machine Learning - AI

NOVEMBER 22, 2024

You can change and add steps without even writing code, so you can more easily evolve your application and innovate faster. We're more than happy to provide further references upon request. Software updates and upgrades are a critical part of our service. after our text key to reference a node in this state’s JSON input.

Generative AI 99

Generative AI AWS Technical Review Backup 99

AWS Machine Learning - AI

APRIL 22, 2025

Some of the challenges in capturing and accessing event knowledge include: Knowledge from events and workshops is often lost due to inadequate capture methods, with traditional note-taking being incomplete and subjective. A serverless, event-driven workflow using Amazon EventBridge and AWS Lambda automates the post-event processing.

Media 82

Media Knowledge Base AWS Systems Review 82

AWS Machine Learning - AI

JANUARY 22, 2025

For guidance, refer to Getting started with Amazon Bedrock. For an example of how to create a travel agent, refer to Agents for Amazon Bedrock now support memory retention and code interpretation (preview). In the response, you can review the flow traces, which provide detailed visibility into the execution process.

Travel 130

Travel Hotels AWS Generative AI 130

AWS Machine Learning - AI

MAY 17, 2024

In this blog post, you will learn about prompt chaining, how to break a complex task into multiple tasks to use prompt chaining with an LLM in a specific order, and how to involve a human to review the response generated by the LLM. For most reviews, the system auto-generates a reply using an LLM.

Generative AI 137

Generative AI Artificial Inteligence Systems Review Software Review 137

AWS Machine Learning - AI

MAY 2, 2025

Review all selections carefully on the summary page before finalizing the knowledge base creation, then choose Next. Remember to note the knowledge base name for future reference. The initial step involves creating an AWS Lambda function that will integrate with the Amazon Bedrock agents CreatePortfolio action group.

Real Estate 91

Real Estate Artificial Inteligence Knowledge Base Lambda 91

AWS Machine Learning - AI

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. In this post, we refer to these solutions collectively as the AVM layer.

AWS 129

AWS Applications Lambda Knowledge Base 129

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 user sends a question (NLQ) as a JSON event.

AWS 129

AWS Lambda Performance Artificial Inteligence 129

Hacker Earth Developers Blog

MARCH 3, 2020

It exists in variants that target the JVM (Kotlin/JVM), JavaScript (Kotlin/JS), and Native code (Kotlin/Native). Concise : Kotlin drastically reduces the amount of boilerplate code. The fewer lines of code mean that you spend less time to write, read, and debug the code. Why Kotlin? val name: String? fun onLoad() {.

Software Review 189

Software Review Systems Review Exercises Course 189

AWS Machine Learning - AI

JULY 3, 2024

These models demonstrate impressive performance in question answering, text summarization, code, and text generation. The use cases can range from medical information extraction and clinical notes summarization to marketing content generation and medical-legal review automation (MLR process).

Artificial Inteligence 132

Artificial Inteligence Generative AI Lambda Healthcare 132

Linux Academy

APRIL 13, 2019

A simple way to achieve this is to use an Amazon CloudWatch Events rule to trigger an AWS Lambda function daily. In this hands-on AWS lab, you will write a Lambda function in Python using the Boto3 library. Setting this up requires configuring an IAM role, setting a CloudWatch rule, and creating a Lambda function. every 1 day).

Lambda 68

Lambda Backup AWS Software Review 68

AWS Machine Learning - AI

FEBRUARY 6, 2024

Users can quickly review and adjust the computer-generated reports before submission. Solution overview Accenture built an AI-based solution that automatically generates a CTD document in the required format, along with the flexibility for users to review and edit the generated content​. The response data is stored in DynamoDB.

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Generative AI AWS Lambda Technical Review 130

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock also allows you to choose various models for different use cases, making it an obvious choice for the solution due to its flexibility. QuickSight can be configured through multiple data sources (for more information, refer to Supported data sources ). For example, Anthropics Claude Sonnet 3.5

Generative AI 92

Generative AI Artificial Inteligence Metrics AWS 92

Honeycomb

MAY 18, 2022

In this post, I’ll show you how using Honeycomb, we can quickly pinpoint the source of our status codes, so we know what’s happening and whether our team should drop everything to work on a fix. . This post will walk you through how to: Surface issues from ALB/ELB status codes. A Honeycomb API key ( create a free account ) .

Software Review 97

Software Review Lambda AWS Load Balancer 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 endpoint lifecycle is orchestrated through dedicated AWS Lambda functions that handle creation and deletion.

Artificial Inteligence 67

Artificial Inteligence Open Source AWS Serverless 67

The Agile Monkey

JULY 1, 2019

We got super excited when we released the AWS Lambda Haskell runtime, described in one of our previous posts , because you could finally run Haskell in AWS Lambda natively. There are few things better than running Haskell in AWS Lambda, but one is better for sure: Running it 12 times faster! and bootstrap?—?faster.

Lambda 58

Lambda AWS Serverless Software Review 58

Mike Roberts

NOVEMBER 16, 2017

Scaling and State This is Part 9 of Learning Lambda, a tutorial series about engineering using AWS Lambda. So far in this series we’ve only been talking about processing a small number of events with Lambda, one after the other. Finally I mention Lambda’s limited, but not trivial, vertical scaling capability.

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Lambda Software Review AWS Serverless 52

CIO

NOVEMBER 2, 2023

Awareness of FinOps practices and the maturity of software that can automate cloud optimization activities have helped enterprises get a better understanding of key cost drivers,” McCarthy says, referring to the practice of blending finance and cloud operations to optimize cloud spend. year over year in 2023, which is down from the 27.6%

Strategy 211

Strategy Cloud Data Center Budget 211

Xebia

SEPTEMBER 2, 2024

Throughout my career, I’ve made and reviewed thousands of pull requests. While the code is often clean and functional, I’ve noticed it could be even better if developers were more familiar with some of Kotlin’s advanced language features and libraries. hashCode() pair. toString() of the form Person(name=John, age=42).

Software Review 130

Software Review Testing Examples Data 130

Xebia

MAY 21, 2024

Modernizing on AWS refers to migrating and transforming traditional applications, workloads, and infrastructure to leverage the benefits of cloud computing and AWS services. Serverless Computing: Serverless computing allows developers to focus on writing code without worrying about infrastructure management.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

For more details, refer to the Primer on Retrieval Augmented Generation, Embeddings, and Vector Databases section in Preview – Connect Foundation Models to Your Company Data Sources with Agents for Amazon Bedrock. For more information, refer to Model access. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 133

Knowledge Base Artificial Inteligence Applications Lambda 133

AWS Machine Learning - AI

SEPTEMBER 20, 2024

These agents help users complete actions based on organizational data and user input, orchestrating interactions between foundation models (FMs), data sources, software applications, and user conversations. The following GitHub repository contains the Python AWS CDK code to deploy the same example.

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Generative AI Lambda Applications AWS 106

AWS Machine Learning - AI

OCTOBER 24, 2024

In this post, we set up an agent using Amazon Bedrock Agents to act as a software application builder assistant. Solution overview Typically, a three-tier software application has a UI interface tier, a middle tier (the backend) for business APIs, and a database tier. Explain the following code in lucid, natural language to me.

Generative AI 97

Generative AI Artificial Inteligence Applications Knowledge Base 97

AWS Machine Learning - AI

SEPTEMBER 13, 2024

This could be Amazon Elastic Compute Cloud (Amazon EC2), AWS Lambda , AWS SDK , Amazon SageMaker notebooks, or your workstation if you are doing a quick proof of concept. For the purpose of this post, this code is running on a t3a.micro EC2 instance with Amazon Linux 2023. The following diagram illustrates the solution architecture.

Generative AI 101

Generative AI AWS Technical Review Artificial Inteligence 101

AWS Machine Learning - AI

DECEMBER 22, 2023

Solution code and deployment assets can be found in the GitHub repository. Amazon Lex then invokes an AWS Lambda handler for user intent fulfillment. The Lambda function associated with the Amazon Lex chatbot contains the logic and business rules required to process the user’s intent.

Generative AI 126

Generative AI Lambda AWS Technical Review 126

AWS Machine Learning - AI

SEPTEMBER 24, 2024

A CloudFormation stack to create an Amazon Lex bot and an AWS Lambda fulfillment function, which implement the core Retrieval Augmented Generation (RAG) question answering capability. On the Configure stack options page, choose Next On the Review and create page, acknowledge the IAM capabilities message and choose Submit. Choose Next.

Knowledge Base 101

Knowledge Base Generative AI Artificial Inteligence Lambda 101

Xebia

MARCH 21, 2023

A Lambda function or EC2 instance that can communicate with the VPC endpoint and Neptune. If you use a Lambda function (and you should ), you can use any language you feel comfortable with. You can do this from the Lambda function or an EC2 instance. A cell can be a code cell, a Markdown cell, or a raw NBConvert.

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Open Source AWS Lambda Artificial Inteligence 130