AWS Machine Learning - AI

NOVEMBER 7, 2024

The solution presented in this post takes approximately 15–30 minutes to deploy and consists of the following key components: Amazon OpenSearch Service Serverless maintains three indexes : the inventory index, the compatible parts index, and the owner manuals index. The following diagram illustrates how it works.

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AWS Machine Learning - AI

NOVEMBER 7, 2024

The generative AI playground is a UI provided to tenants where they can run their one-time experiments, chat with several FMs, and manually test capabilities such as guardrails or model evaluation for exploration purposes. API Gateway is serverless and hence automatically scales with traffic. The component groups are as follows.

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Stackery

MAY 22, 2019

With Serverless, it’s not the technology that’s hard, it’s understanding the language of a new culture and operational model. Serverless architecture has coined some new terms and, more confusingly, re-used a few older terms with new meanings. This glossary will clarify some of them. We call it Cloudlocal, try it for yourself.

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Tenable

APRIL 1, 2025

Cloud Run is a fully managed service for running containerized applications in a scalable, serverless environment. It manages the infrastructure, scaling and execution environment, allowing you to run your application in a serverless manner without having to worry about the underlying systems.

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Stackery

SEPTEMBER 3, 2019

That’s right, while you were avoiding the back-to-school rush at Office Depot, cutting the crusts off PB&Js, and taking the layers out of mothballs (confession: I have never seen let alone used a single mothball), Serverless Summer School began winding down and is now over for the season. SSS: Serverless Confidence, AWS Proficiency.

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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. When the deployment is successful (which may take 7–10 minutes to complete), you can start testing the solution.

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AWS Machine Learning - AI

OCTOBER 31, 2024

When it’s complete, you can go to Google Chat and test your new business logic. You could also use Amazon Bedrock Prompt Flows to accelerate the creation, testing, and deployment of workflows through an intuitive visual builder. The following screenshot shows an example chat.

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AWS Machine Learning - AI

APRIL 9, 2025

Careful model selection, fine-tuning, configuration, and testing might be necessary to balance the impact of latency and cost with the desired classification accuracy. This feature of Amazon Bedrock provides a single serverless endpoint for efficiently routing requests between different LLMs within the same model family.

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AWS Machine Learning - AI

OCTOBER 1, 2024

We explore how to build a fully serverless, voice-based contextual chatbot tailored for individuals who need it. The aim of this post is to provide a comprehensive understanding of how to build a voice-based, contextual chatbot that uses the latest advancements in AI and serverless computing. We discuss this later in the post.

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AWS Machine Learning - AI

MARCH 7, 2025

Solution overview The policy documents reside in Amazon Simple Storage Service (Amazon S3) storage. During the solution design process, Verisk also considered using Amazon Bedrock Knowledge Bases because its purpose built for creating and storing embeddings within Amazon OpenSearch Serverless.

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ParkMyCloud

MAY 23, 2019

In other words, it helps to optimize the running of functions and serverless workloads. It’s also an important new component in the emerging world of serverless technologies and is used to enhance the backend implementation of Lambda and Fargate. Firecracker helps deliver the speed of containers combined with the security of VMs.

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Stackery

MAY 29, 2019

If you’ve built a serverless application or two, you’re probably familiar with the benefits of serverless architecture. You take advantage of already built, managed cloud services to handle standard application requirements like authentication, storage, compute, API gateways, and a long list of other infrastructure needs.

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AWS Machine Learning - AI

JANUARY 22, 2025

With the Amazon Bedrock serverless experience, you can get started quickly, privately customize FMs with your own data, and integrate and deploy them into your applications using the AWS tools without having to manage any infrastructure. The transcript is provided in tags. The following diagram illustrates the solution architecture.

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Erik Bernhardsson

DECEMBER 6, 2022

In backend development it's running unit tests (or sometimes, just compiling). After you get something running locally, you now have to do a ton of complex testing/configuration to ship it. And it's serverless 6 , so you only pay for the actual usage. But under the hood, the we use a content-addressed storage system.

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Cloudera

SEPTEMBER 30, 2022

With DFF, users now have the choice of deploying NiFi flows not only as long-running auto scaling Kubernetes clusters but also as functions on cloud providers’ serverless compute services including AWS Lambda, Azure Functions, and Google Cloud Functions. automate the handling of support tickets in a call center).

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Stackery

MARCH 1, 2020

Last week, I joined an awesome lineup of speakers and serverless users in Tennessee for the inaugural ServerlessDays Nashville conference. Whether you help architect serverless applications at work or you’re just getting started in the community, chances are you’ve caught wind of a ServerlessDays event. Enter serverless.

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Xebia

MAY 14, 2024

In August 2021, I was accepted to test and provide feedback on what was referred to as ‘Azure Worker Apps’, another Azure service Microsoft was developing to run containers. This supports rollback scenarios and traffic splitting between different versions of your app for canary deployments or A/B testing.

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Gorilla Logic

SEPTEMBER 16, 2021

In this article, we are going to compare the leading cloud providers of serverless computing frameworks so that you have enough intel to make a sound decision when choosing one over the others. You can also add function logs, which CloudWatch will group by Lambda function, easing the process of debugging and testing during development.

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AWS Machine Learning - AI

APRIL 30, 2025

Because Amazon Bedrock is serverless, you dont have to manage infrastructure to securely integrate and deploy generative AI capabilities into your application, handle spiky traffic patterns, and enable new features like cross-Region inference, which helps provide scalability and reliability across AWS Regions.

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RapidValue

JANUARY 5, 2020

One such service is their serverless computing service , AWS Lambda. For the uninitiated, Lambda is an event-driven serverless computing platform that lets you run code without managing or provisioning servers and involves zero administration. What makes AWS Lambda, the most sought after serverless framework ? You may ask.

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Stackery

FEBRUARY 28, 2019

Security is Less of a Problem with Serverless but Still Critical. It might seem like a serverless function just isn’t vulnerable to code injection. With interdependence between serverless resources, user input can come from unexpected angles. At first I wanted to describe how injection attacks can happen. Further Reading.

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Stackery

FEBRUARY 11, 2019

Serverless has, for the last year or so, felt like an easy term to define: code run in a highly managed environment with (almost) no configuration of the underlying computer layer done by your team. Fair enough, but what is is a serverless application? Review: What’s a Lambda? Look at all these responses! Are Lambdas like containers?

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Tenable

JULY 24, 2024

Organizations that have used Google Cloud Platform’s Cloud Functions – a serverless execution environment – could be impacted by a privilege escalation vulnerability discovered by Tenable and dubbed as “ConfusedFunction.” Cloud Functions in GCP are event-triggered, serverless functions. What are Cloud Functions?

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CIO

JANUARY 31, 2024

Some hyperscalers offer tools and advice on making AI more sustainable, such as Amazon Web Services, which provides tips on using serverless technologies to eliminate idle resources, data management tools, and datasets. AWS also has models to reduce data processing and storage, and tools to “right size” infrastructure for AI application.

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Xebia

JANUARY 15, 2024

Traditional virtual machines are replaced with serverless application frameworks. The new design can use all of the cloud platform’s services for application deployment, managed data storage services, and managed monitoring solutions. You will no longer need a team of databaseadministrators to provide 24/7 support.

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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. Where does serverless come from?

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AWS Machine Learning - AI

SEPTEMBER 17, 2024

Our solution uses an FSx for ONTAP file system as the source of unstructured data and continuously populates an Amazon OpenSearch Serverless vector database with the user’s existing files and folders and associated metadata. We use this data and ACLs to test permissions-based access to the embeddings in a RAG scenario with Amazon Bedrock.

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AWS Machine Learning - AI

JULY 3, 2024

When you test the knowledge base using the Amazon Bedrock console or call the RetrieveAndGenerate API using one of the AWS SDKs , the system generates a query embedding and performs a semantic search to retrieve similar documents from the vector store. We store the dataset in an Amazon Simple Storage Service (Amazon S3) bucket.

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Mobilunity

DECEMBER 26, 2024

critical, frequently accessed, archived) to optimize cloud storage costs and performance. Ensure sensitive data is encrypted and unnecessary or outdated data is removed to reduce storage costs. Configure load balancers, establish auto-scaling policies, and perform tests to verify functionality.

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AWS Machine Learning - AI

JANUARY 29, 2025

Amazon Bedrock Custom Model Import enables the import and use of your customized models alongside existing FMs through a single serverless, unified API. This serverless approach eliminates the need for infrastructure management while providing enterprise-grade security and scalability. An S3 bucket prepared to store the custom model.

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Gorilla Logic

MARCH 14, 2019

It is easy to implement a serverless function that can be accessed as an API. An Azure Function , or “Function App,” is a serverless application that can be created in minutes (depending on the scope) and has the option of being developed in different programming languages to solve different problems. Testing Example.

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AWS Machine Learning - AI

AUGUST 5, 2024

Prerequisites To implement the solution provided in this post, you should have the following: An active AWS account and familiarity with FMs, Amazon Bedrock, and OpenSearch Serverless. Test the solution When the deployment is successful (which may take 7–10 minutes to complete), you can start testing the solution.

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AWS Machine Learning - AI

DECEMBER 11, 2024

As Amazon Q Business adds features, capabilities, and improvements (which we often have the privilege of being able to test in early access) we automatically reap the benefits. He is passionate about serverless technologies, mobile development, leveraging Generative AI, and architecting innovative high-impact solutions.

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O'Reilly Media - Ideas

APRIL 13, 2023

Imagine application storage and compute as unstoppable as blockchain, but faster and cheaper than the cloud.) Serverless APIs are the culmination of the cloud commoditizing the old hardware-based paradigm. utilities like Filecoin for storage , and APIs like Tableland for databases are also gaining popularity.

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AWS Machine Learning - AI

JULY 1, 2024

In this post, we demonstrate how you can build chatbots with QnAIntent that connects to a knowledge base in Amazon Bedrock (powered by Amazon OpenSearch Serverless as a vector database ) and build rich, self-service, conversational experiences for your customers. You can now test the bot on the Amazon Lex console. Choose Next.

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Confluent

SEPTEMBER 30, 2019

There is fantastic news if you’re just coming up to speed on Kafka: we are eliminating these challenges and lowering the entry barrier for Kafka by making Kafka serverless and offering Confluent Cloud for free*. Kafka made serverless. for storage with 3x replication, for a total of $0.41 Free Kafka as a service.

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Tamnoon

MARCH 17, 2025

Serverless architecture accelerates development and reduces infrastructure management, but it also introduces security blind spots that traditional tools often fail to detect. Additionally, AWS serverless security pitfalls that compliance checklists often overlook.

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