AWS Machine Learning - AI

NOVEMBER 13, 2024

This innovative feature empowers viewers to catch up with what is being presented, making it simpler to grasp key points and highlights, even if they have missed portions of the live stream or find it challenging to follow complex discussions. The following diagram illustrates the architecture of the application.

Generative AI 115

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AWS Machine Learning - AI

FEBRUARY 11, 2025

In this post, we present a streamlined approach to deploying an AI-powered agent by combining Amazon Bedrock Agents and a foundation model (FM). The architecture uses Amazon Cognito for user authentication and Amplify as the hosting environment for our front-end application.

Virtualization 76

Virtualization Lambda AWS Authentication 76

AWS Machine Learning - AI

NOVEMBER 21, 2024

The path to creating effective AI models for audio and video generation presents several distinct challenges. The following diagram illustrates the solution architecture. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow.

Video 80

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Honeycomb

MAY 23, 2022

The work done by software we ourselves develop was both the easiest to move – because we control the build, and so could re-compile for the Arm architecture – and the highest-impact, as it makes up the bulk of our compute spend. Instances[]' | jq -cs '.[] | {arch: Architecture, type: InstanceType, tags: (.Tags//[])|from_entries|{name:

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AWS Machine Learning - AI

MARCH 18, 2025

These reports can be presented to clinical trial teams, regulatory bodies, and safety monitoring committees, supporting informed decision-making processes. Insights and reporting The processed data and insights derived from the LLM are presented through interactive dashboards, visualizations, and reports. Choose Test.

Artificial Inteligence 96

Artificial Inteligence Technical Review Healthcare Systems Review 96

LaunchDarkly

JUNE 5, 2019

Some operational and logistical challenges were presented when TrueCar decided to move its internet infrastructure into 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.

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AWS Machine Learning - AI

OCTOBER 11, 2024

However, managing cloud operational events presents significant challenges, particularly in complex organizational structures. It can be extended to incorporate additional types of operational events—from AWS or non-AWS sources—by following an event-driven architecture (EDA) approach.

Cloud 88

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Strategic Tech

JULY 21, 2020

Most organisations go through an architecture modernisation effort at some point as their systems drift into a state of intolerable maintenance costs and they diverge too far from modern technological advances. What architecture will be optimal for enabling that business vision? How are we going to deliver the new architecture?

Architecture 98

Architecture Technical Review Software Review Microservices 98

AWS Machine Learning - AI

NOVEMBER 14, 2024

Architecture The following figure shows the architecture of the solution. The user’s request is sent to AWS API Gateway , which triggers a Lambda function to interact with Amazon Bedrock using Anthropic’s Claude Instant V1 FM to process the user’s request and generate a natural language response of the place location.

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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. This can be done with a Lambda layer or by using a specific AMI with the required libraries. awscli>=1.29.57

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AWS Machine Learning - AI

FEBRUARY 9, 2024

API gateways can provide loose coupling between model consumers and the model endpoint service, and flexibility to adapt to changing model, architectures, and invocation methods. In this post, we show you how to build an internal SaaS layer to access foundation models with Amazon Bedrock in a multi-tenant (team) architecture.

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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.

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Serverless Lambda Data AWS 94

AWS Machine Learning - AI

DECEMBER 4, 2024

Building generative AI applications presents significant challenges for organizations: they require specialized ML expertise, complex infrastructure management, and careful orchestration of multiple services. The following diagram illustrates the conceptual architecture of an AI assistant with Amazon Bedrock IDE.

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Altexsoft

DECEMBER 28, 2018

According to the RightScale 2018 State of the Cloud report, serverless architecture penetration rate increased to 75 percent. Aware of what serverless means, you probably know that the market of cloudless architecture providers is no longer limited to major vendors such as AWS Lambda or Azure Functions. AWS Lambda.

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AWS Machine Learning - AI

FEBRUARY 19, 2024

Chatbots also offer valuable data-driven insights into customer behavior while scaling effortlessly as the user base grows; therefore, they present a cost-effective solution for engaging customers. The popular architecture pattern of Retrieval Augmented Generation (RAG) is often used to augment user query context and responses.

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AWS Machine Learning - AI

AUGUST 21, 2024

However, with the growing number of reviews across multiple channels, quickly synthesizing the essence of these reviews presents a major challenge. The following reference architecture illustrates what an automated review analysis solution could look like. The function then invokes an FM of choice on Amazon Bedrock.

Technical Review 115

Technical Review Software Review Systems Review Lambda 115

Erik Bernhardsson

NOVEMBER 30, 2021

This isn't exactly a new idea—Heroku launched in 2007, and AWS Lambda in 2014. ↩︎ There was one major architectural difference of Snowflake vs Redshift. Transactional databases is another very exciting area. But where I think we'll see the most change is how software vendors will increasingly run customer code.

Cloud 351

Cloud AWS Weak Development Team Serverless 351

RapidValue

JULY 31, 2019

Serverless architecture is another buzzword to hit the cloud-native space, but what is it, is it worthwhile and how can it work for you? Serverless architecture is on the rise and is rapidly gaining acceptance. What is Serverless Architecture? The adoption of serverless architecture is growing rapidly.

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Serverless Architecture Cloud Development 47

O'Reilly Media - Ideas

DECEMBER 5, 2018

Giving a Powerful Presentation , January 30. How to Give Great Presentations , February 7. Java Full Throttle with Paul Deitel: A One-Day, Code-Intensive Java Standard Edition Presentation , January 15. Programming with Java Lambdas and Streams , January 22. Developing Incremental Architecture , February 11-12.

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Course Artificial Inteligence Training Blockchain 111

AWS Machine Learning - AI

MARCH 7, 2025

The Mozart application rapidly compares policy documents and presents comprehensive change details, such as descriptions, locations, excerpts, in a tracked change format. In this post, we describe the development journey of the generative AI companion for Mozart, the data, the architecture, and the evaluation of the pipeline.

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Generative AI Technical Review Insurance Policies 77

AWS Machine Learning - AI

APRIL 24, 2024

This is done using ReAct prompting, which breaks down the task into a series of steps that are processed sequentially: For device metrics checks, we use the check-device-metrics action group, which involves an API call to Lambda functions that then query Amazon Athena for the requested data. It serves as the data source to the knowledge base.

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AWS Machine Learning - AI

MAY 15, 2024

In this blog post, we describe the architectural and operational details of how Amazon Ads implemented its generative AI-powered image creation solution on AWS. Next, we present the solution architecture and process flows for machine learning (ML) model building, deployment, and inferencing.

Generative AI 115

Generative AI Artificial Inteligence Advertising Technical Review 115

Lacework

MARCH 31, 2022

Typically, this includes items such as SIEMs, firewalls, EDR collection, etc…but migrating to cloud environments presents new challenges for defenders on how to collect and use aforementioned data sources. To begin, let’s create a Lambda function to fetch a URL feed of malicious domains. client("s3") return s3.put_object(Bucket=bucketName,

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AWS Machine Learning - AI

MAY 14, 2024

We present the solution and provide an example by simulating a case where the tier one AWS experts are notified to help customers using a chat-bot. We provide LangChain and AWS SDK code-snippets, architecture and discussions to guide you on this important topic. The following diagram illustrates the solution architecture and workflow.

Generative AI 101

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AWS Machine Learning - AI

JULY 2, 2024

There is sensitive information present in the documents and only certain employees should be able to have access and converse with them. The following diagram illustrates the solution architecture. The doctor is then presented with this list of patients, from which they can select one or more patients to filter their search.

Knowledge Base 114

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AWS Machine Learning - AI

SEPTEMBER 12, 2024

The solution presented in this post not only enhances the member experience by providing a more intuitive and user-friendly interface, but also has the potential to reduce call volumes and operational costs for healthcare payers and plans. The following diagram illustrates the solution architecture.

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Generative AI Healthcare Artificial Inteligence Insurance 116

Hacker Earth Developers Blog

SEPTEMBER 24, 2018

p c : Probability/confidence of an object being present in the bounding box. Calculate the confidence loss (the probability of object being present inside the bounding box). Calculate the classification loss (the probability of class present inside the bounding box). Model Architecture. end{bmatrix}}^T. end{equation}.

Video 190

Video Training Software Review Testing 190

Xebia

JANUARY 19, 2023

The data engineer is also expected to create agile data architectures that evolve as new trends emerge. Building architectures that optimize performance and cost at a high level is no longer enough. Principles of a good Data Architecture Successful data engineering is built upon rock-solid architecture.

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Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

DECEMBER 22, 2023

Solution architecture The following diagram illustrates the solution architecture. Diagram 1: Solution Architecture Overview The agent’s response workflow includes the following steps: Users perform natural language dialog with the agent through their choice of web, SMS, or voice channels.

Generative AI 110

Generative AI Lambda AWS Technical Review 110

Xebia

AUGUST 29, 2023

Twice a month, we gather with co-workers and organize an internal conference with presentations, discussions, brainstorms and workshops. A target group can refer to Instances, IP addresses, a Lambda function or an Application Load Balancer. In a well-architected microservice architecture, there is a good chance this is true.

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AWS Machine Learning - AI

MARCH 5, 2025

These assistants can be powered by various backend architectures including Retrieval Augmented Generation (RAG), agentic workflows, fine-tuned large language models (LLMs), or a combination of these techniques. The numbering between the two figures indicates the data structure present at each point in the pipeline.

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CircleCI

JULY 22, 2022

Compute consistency: It is a best practice to keep the underlying compute for self-hosted runners consistent within resource classes — each machine should be identically configured with the same architecture and environment. The Lambda function created in a subsequent step will update these values to match your scaling requirements.

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AWS Machine Learning - AI

DECEMBER 6, 2023

Then we introduce you to a more versatile architecture that overcomes these limitations. We also present a more versatile architecture that overcomes these limitations. This prompt is then presented to an LLM model to generate the final answer to the question from the context.

Artificial Inteligence 113

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Cloud That

NOVEMBER 17, 2022

Architecture Diagram. Steps to Setup Amazon Lambda. In other cases, however, data is received from a wide variety of unstructured documents without any rhyme or reason to the way the information is presented. Architecture Diagram. Steps to Setup Amazon Lambda. Step 1: Open Aws lambda console. Use Cases.

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O'Reilly Media - Ideas

FEBRUARY 6, 2019

How to Give Great Presentations , April 5. Beginner’s Guide to Writing AWS Lambda Functions in Python , March 1. Programming with Java Lambdas and Streams , March 5. Java Full Throttle with Paul Deitel: A One-Day, Code-Intensive Java Standard Edition Presentation , March 12. Software Architecture by Example , February 21.

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Artificial Inteligence Course Training Artificial Intelligence 17

AWS Machine Learning - AI

SEPTEMBER 4, 2024

The agent queries the product information stored in an Amazon DynamoDB table, using an API implemented as an AWS Lambda function. The following diagram illustrates the solution architecture. The agent uses an API backed by Lambda to get product information. Lastly, the Lambda function looks up product data from DynamoDB.

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AWS Machine Learning - AI

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. The Lambda function retrieves the API secrets securely from Secrets Manager, calls the appropriate search API, and processes the results.

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