AWS Machine Learning - AI

FEBRUARY 11, 2025

Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely. The workflow includes the following steps: The Prepare Map Input Lambda function prepares the required input for the Map state. The fetched data is put into an S3 data store bucket for processing.

Knowledge Base 90

Knowledge Base Lambda Enterprise AWS 90

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 111

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AWS Machine Learning - AI

NOVEMBER 7, 2024

The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information. The Lambda function processes the OpenSearch Service results and formats them for the Amazon Bedrock agent. Python 3.9 or later Node.js

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Lambda Enterprise Automotive Knowledge Base 127

AWS Machine Learning - AI

MARCH 7, 2025

Through advanced data analytics, software, scientific research, and deep industry knowledge, Verisk helps build global resilience across individuals, communities, and businesses. Verisk has a governance council that reviews generative AI solutions to make sure that they meet Verisks standards of security, compliance, and data use.

Generative AI 89

Generative AI Technical Review Insurance Policies 89

AWS Machine Learning - AI

MARCH 5, 2025

Review the source document excerpt provided in XML tags below - For each meaningful domain fact in the , extract an unambiguous question-answer-fact set in JSON format including a question and answer pair encapsulating the fact in the form of a short sentence, followed by a minimally expressed fact extracted from the answer.

Generative AI 75

Generative AI Systems Review Software Review Artificial Inteligence 75

AWS Machine Learning - AI

DECEMBER 4, 2024

They have structured data such as sales transactions and revenue metrics stored in databases, alongside unstructured data such as customer reviews and marketing reports collected from various channels. This includes setting up Amazon API Gateway , AWS Lambda functions, and Amazon Athena to enable querying the structured sales data.

Generative AI 104

Generative AI Applications Technical Review Software Review 104

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 106

Software Review Technical Review AWS Artificial Inteligence 106

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 125

Technical Review Software Review Systems Review Lambda 125

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 100

Knowledge Base Technical Review Generative AI Lambda 100

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 94

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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.

Generative AI 109

Generative AI Systems Review System Lambda 109

AWS Machine Learning - AI

JULY 11, 2024

In the diverse toolkit available for deploying cloud infrastructure, Agents for Amazon Bedrock offers a practical and innovative option for teams looking to enhance their infrastructure as code (IaC) processes. This gives your agent access to required services, such as Lambda. Create a service role for Agents for Amazon Bedrock.

Software Review 134

Software Review Infrastructure Lambda Generative AI 134

TechCrunch

MARCH 4, 2023

It’s that time of week again — the time for Week in Review , where we recap the past five days in tech news. Experts across climate, mobility, fintech, AI and machine learning, enterprise, privacy and security, and hardware and robotics will be in attendance and will have fascinating insights to share.

ChatGPT 257

ChatGPT Technical Review Artificial Inteligence Nonprofit 257

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 75

Media Knowledge Base AWS Systems Review 75

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 63

Lambda Generative AI AWS Software Review 63

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 66

Artificial Inteligence Open Source AWS Serverless 66

AWS Machine Learning - AI

MAY 17, 2024

Like all AI, generative AI works by using machine learning models—very large models that are pretrained on vast amounts of data called foundation models (FMs). Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website.

Generative AI 135

Generative AI Artificial Inteligence Systems Review Software Review 135

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 128

Artificial Inteligence Generative AI Lambda Healthcare 128

AWS Machine Learning - AI

MAY 14, 2024

An important aspect of developing effective generative AI application is Reinforcement Learning from Human Feedback (RLHF). RLHF is a technique that combines rewards and comparisons, with human feedback to pre-train or fine-tune a machine learning (ML) model. However, you can also bring your own application.

Generative AI 116

Generative AI Artificial Inteligence AWS Applications 116

Dzone - DevOps

APRIL 24, 2023

Cloud computing has revolutionized the software industry in the last 10 years. Today, most organizations prefer to host applications and services on the cloud due to ease of deployment, high security, scalability, and cheap maintenance costs over on-premise infrastructure.

AWS 98

AWS Lambda Software Review Machine Learning 98

Perficient

FEBRUARY 17, 2025

Kotlin : A modern, concise, and expressive programming language that runs on the JVM, is fully interoperable with Java, and is officially recommended by Google for Android app development due to its safety and productivity features. Recommended Resources: Unity Learn. Unreal Engine Online Learning. Andrew Ng’s ML course.

Development 52

Development Software Review Technical Review Systems Review 52

CIO

MAY 8, 2024

Of late, innovative data integration tools are revolutionising how organisations approach data management, unlocking new opportunities for growth, efficiency, and strategic decision-making by leveraging technical advancements in Artificial Intelligence, Machine Learning, and Natural Language Processing. billion by 2025.

Innovation 153

Innovation Artificial Inteligence Data Serverless 153

AWS Machine Learning - AI

MARCH 20, 2025

Amazon Bedrock offers fine-tuning capabilities that allow you to customize these pre-trained models using proprietary call transcript data, facilitating high accuracy and relevance without the need for extensive machine learning (ML) expertise.

Generative AI 79

Generative AI Artificial Inteligence Metrics AWS 79

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. This is achieved by writing Terraform code within an application-specific repository.

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AWS Applications Lambda Knowledge Base 127

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.

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AWS Lambda Performance Artificial Inteligence 128

AWS Machine Learning - AI

APRIL 24, 2024

They also allow for simpler application layer code because the routing logic, vectorization, and memory is fully managed. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function. on Amazon Bedrock. It serves as the data source to the knowledge base.

Artificial Inteligence 133

Artificial Inteligence Lambda Knowledge Base IoT 133

AWS Machine Learning - AI

JANUARY 22, 2025

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. Make sure the agent has user input functionality enabled.

Travel 127

Travel Hotels AWS Generative AI 127

AWS Machine Learning - AI

FEBRUARY 19, 2024

Even with open source libraries, significant effort is required to write code, determine optimal chunk size, generate embeddings, and more. Upload the knowledgebase-lambdalayer.zip file available under the /lambda/layer folder in the GitHub repo you cloned earlier and choose Upload. Navigate to the lambdalayer folder. Choose Next.

Knowledge Base 121

Knowledge Base Artificial Inteligence Applications Lambda 121

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.

Generative AI 127

Generative AI AWS Lambda Technical Review 127

AWS Machine Learning - AI

JULY 15, 2024

Today, Mixbook is the #1 rated photo book service in the US with 26 thousand five-star reviews. The inference pipeline is powered by an AWS Lambda -based multi-step architecture, which maximizes cost-efficiency and elasticity by running independent image analysis steps in parallel.

Generative AI 120

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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. Software updates and upgrades are a critical part of our service. To simulate the state machine being called by an API, choose Execute in Workflow Studio.

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Generative AI AWS Technical Review Backup 88

AWS Machine Learning - AI

NOVEMBER 24, 2023

The platform enables you to create managed agents for complex business tasks without the need for coding, such as booking travel, processing insurance claims, creating ad campaigns, and managing inventory. AWS Lambda – AWS Lambda provides serverless compute for processing. This could be any database of your choice.

eCommerce 115

eCommerce Generative AI Lambda AWS 115

Mentormate

JANUARY 7, 2021

Below is a review of the main announcements that impact compute, database, storage, networking, machine learning, and development. As an AWS Advanced Consulting partner , MentorMate embraces continuous learning as much as AWS does. 1ms Billing Granularity Adds Cost Savings to AWS Lambda.

AWS 98

AWS Lambda Software Review Serverless 98

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.

Generative AI 105

Generative AI Lambda Applications AWS 105

O'Reilly Media - Ideas

FEBRUARY 6, 2019

Get hands-on training in machine learning, microservices, blockchain, Python, Java, and many other topics. Learn new topics and refine your skills with more than 170 new live online training courses we opened up for March and April on the O'Reilly online learning platform. AI and machine learning.

Course 17

Course Artificial Inteligence Training Machine Learning 17

AWS Machine Learning - AI

FEBRUARY 8, 2024

The code and resources required for deployment are available in the amazon-bedrock-examples repository. Each action group can specify one or more API paths, whose business logic is run through the AWS Lambda function associated with the action group. The schema allows the agent to reason around the function of each API.

Knowledge Base 139

Knowledge Base Insurance Lambda AWS 139

AWS Machine Learning - AI

NOVEMBER 30, 2023

And at the top layer, we’ve been investing in game-changing applications in key areas like generative AI-based coding. Customers are telling us that Neuron has made it easy for them to switch their existing model training and inference pipelines to Trainium and Inferentia with just a few lines of code.

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Generative AI AWS Artificial Inteligence Software Review 143