AWS Machine Learning - AI

FEBRUARY 6, 2024

The application uses the Amplify libraries for Amazon Simple Storage Service (Amazon S3) and uploads documents provided by users to Amazon S3. The WebSocket triggers an AWS Lambda function, which creates a record in Amazon DynamoDB. Another Lambda function gets triggered with a new message in the SQS queue.

Generative AI 122

Generative AI AWS Lambda Technical Review 122

AWS Machine Learning - AI

OCTOBER 31, 2024

Before processing the request, a Lambda authorizer function associated with the API Gateway authenticates the incoming message. After it’s authenticated, the request is forwarded to another Lambda function that contains our core application logic. The code runs in a Lambda function. Implement your business logic in this file.

Generative AI 120

Generative AI Lambda Applications AWS 120

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 invokes the modules.

Artificial Inteligence 127

Artificial Inteligence AWS Lambda Metrics 127

AWS Machine Learning - AI

APRIL 24, 2024

They provide a strategic advantage for developers and organizations by simplifying infrastructure management, enhancing scalability, improving security, and reducing undifferentiated heavy lifting. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 125

Artificial Inteligence Lambda Knowledge Base IoT 125

AWS Machine Learning - AI

OCTOBER 29, 2024

Amazon DynamoDB is a fully managed NoSQL database service that provides fast and predictable performance with seamless scalability. AWS Lambda is an event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers.

Generative AI 107

Generative AI Video Engineering Artificial Inteligence 107

AWS Machine Learning - AI

MARCH 7, 2024

The workflow consists of the following steps: A user uploads multiple images into an Amazon Simple Storage Service (Amazon S3) bucket via a Streamlit web application. The DynamoDB update triggers an AWS Lambda function, which starts a Step Functions workflow. The Step Functions workflow runs the following steps for each image: 5.1

AWS 131

AWS Lambda Generative AI Report 131

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

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. How does AWS Lambda Work. Why use AWS Lambda? Read on to know. zip or jar.

Lambda 61

Lambda Serverless AWS Architecture 61

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.

Serverless 94

Serverless Lambda Data AWS 94

AWS Machine Learning - AI

JULY 11, 2024

Figure 1 : High level overview of creating Infrastructure as Code from architecture diagram Initial Input through the Amazon Bedrock chat console : The user begins by entering the name of their Amazon Simple Storage Service (Amazon S3) bucket and the object (key) name where the architecture diagram is stored into the Amazon Bedrock chat console.

Software Review 125

Software Review Infrastructure Lambda Generative AI 125

AWS Machine Learning - AI

NOVEMBER 7, 2024

The workflow includes the following steps: Documents (owner manuals) are uploaded to an Amazon Simple Storage Service (Amazon S3) bucket. The Lambda function runs the database query against the appropriate OpenSearch Service indexes, searching for exact matches or using fuzzy matching for partial information.

Lambda 123

Lambda Enterprise Automotive Knowledge Base 123

Kaseya

MAY 13, 2021

As the name suggests, a cloud service provider is essentially a third-party company that offers a cloud-based platform for application, infrastructure or storage services. In a public cloud, all of the hardware, software, networking and storage infrastructure is owned and managed by the cloud service provider. What Is a Public Cloud?

Google Cloud 122

Google Cloud Azure AWS Cloud 122

The Crazy Programmer

SEPTEMBER 25, 2023

Get 1 GB of free storage. Try Render Vercel Earlier known as Zeit, the Vercel app acts as the top layer of AWS Lambda which will make running your applications easy. It offers the most intuitive user interface & scalability choices. Features: Simple deployment with just one click. Auto Scaling for traffic surges.

Serverless 180

Serverless AWS Google Cloud Azure 180

Linux Academy

JANUARY 22, 2020

If you’re studying for the AWS Cloud Practitioner exam, there are a few Amazon S3 (Simple Storage Service) facts that you should know and understand. Amazon S3 is an object storage service that is built to be scalable, high available, secure, and performant. What to know about S3 Storage Classes. 99.99% object durability.

Cloud 28

Cloud Storage AWS Backup 28

AWS Machine Learning - AI

JULY 15, 2024

The raw photos are stored in Amazon Simple Storage Service (Amazon S3). Aurora MySQL serves as the primary relational data storage solution for tracking and recording media file upload sessions and their accompanying metadata. S3, in turn, provides efficient, scalable, and secure storage for the media file objects themselves.

Generative AI 119

Generative AI Artificial Inteligence AWS Technical Review 119

AWS Machine Learning - AI

AUGUST 21, 2024

However, when building a scalable review analysis solution, businesses can achieve the most value by automating the review analysis workflow. The architecture carries out the following steps: Customer reviews can be imported into an Amazon Simple Storage Service (Amazon S3) bucket as JSON objects.

Technical Review 124

Technical Review Software Review Systems Review Generative AI 124

Xebia

AUGUST 29, 2023

It provides a powerful and scalable platform for executing large-scale batch jobs with minimal setup and management overhead. Key features of AWS Batch Efficient Resource Management: AWS Batch automatically provisions the required resources, such as compute instances and storage, based on job requirements.

AWS 147

AWS Performance Storage Linux 147

AWS Machine Learning - AI

NOVEMBER 13, 2024

An AWS Lambda function is invoked when new documents are added to the Amazon Simple Storage Service (Amazon S3) bucket. The analysis results are returned to the S3 bucket through a Lambda function and stored there. You can use Lambda, API Gateway, or other preferred REST API endpoints.

Generative AI 108

Generative AI Analysis Lambda AWS 108

AWS Machine Learning - AI

JULY 10, 2024

Now that you understand the concepts for semantic and hierarchical chunking, in case you want to have more flexibility, you can use a Lambda function for adding custom processing logic to chunks such as metadata processing or defining your custom logic for chunking. Make sure to create the Lambda layer for the specific open source framework.

Knowledge Base 126

Knowledge Base Artificial Inteligence Lambda Applications 126

AWS Machine Learning - AI

APRIL 11, 2024

The following architecture diagram illustrates how you can use the Amazon Titan Multimodal Embeddings model with documents in an Amazon Simple Storage Service (Amazon S3) bucket for image gallery creation. An Amazon S3 object notification event invokes the embedding AWS Lambda function.

Artificial Inteligence 118

Artificial Inteligence Lambda AWS Machine Learning 118

AWS Machine Learning - AI

OCTOBER 15, 2024

Scalability and reusability : Promote scalability and reusability across different AWS migration projects. Additionally, modular design facilitates scalability by allowing users to scale the migration operation up or down based on workload demands. Create and associate a Lambda function to handle the action’s logic.

Lambda 91

Lambda Knowledge Base AWS Generative AI 91

Xebia

JANUARY 19, 2023

The authors divide the data engineer lifecycle into five stages: Generation Storage Ingestion Transformation Serving Data The field is moving up the value chain, incorporating traditional enterprise practices like data management and cost optimization and new practices like DataOps. Architect for scalability. Plan for failure.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

JULY 3, 2024

Amazon Lambda : to run the backend code, which encompasses the generative logic. Amazon Simple Storage Service (S3) : for documents and processed data caching. In step 3, the frontend sends the HTTPS request via the WebSocket API and API gateway and triggers the first Amazon Lambda function.

Artificial Inteligence 121

Artificial Inteligence Generative AI Lambda Healthcare 121

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. Alternatively, you can use AWS Lambda and implement your own logic, or use open source tools such as fmeval. For example, in one common scenario with Cognito that accesses resources with API Gateway and Lambda with a user pool.

Generative AI 108

Generative AI AWS Artificial Inteligence Enterprise 108

AWS Machine Learning - AI

SEPTEMBER 6, 2024

They used the following services in the solution: Amazon Bedrock Amazon DynamoDB AWS Lambda Amazon Simple Storage Service (Amazon S3) The following diagram illustrates the high-level workflow of the current solution: The workflow consists of the following steps: The user navigates to Vidmob and asks a creative-related query.

Generative AI 117

Generative AI Artificial Inteligence Data AWS 117

AWS Machine Learning - AI

NOVEMBER 18, 2024

The Step Functions state machine invokes AWS Lambda functions to get a findings summary and remediation steps through Amazon Bedrock. The workflow invokes a Lambda function and passes the GuardDuty findings details. The Lambda function calls Anthropic’s Claude 3 Sonnet model through Amazon Bedrock APIs with the input request.

Lambda 84

Lambda Cloud AWS Generative AI 84

AWS Machine Learning - AI

NOVEMBER 24, 2023

AWS Lambda – AWS Lambda provides serverless compute for processing. Note that in this solution, all of the storage is in the UI. Amazon API Gateway passes the request to AWS Lambda through a proxy integration. When operating on product image inputs, AWS Lambda calls Amazon Rekognition to detect objects in the image.

Generative AI 113

Generative AI eCommerce Lambda AWS 113

AWS Machine Learning - AI

FEBRUARY 19, 2024

This architecture includes the following steps: A user interacts with the Streamlit chatbot interface and submits a query in natural language This triggers a Lambda function, which invokes the Knowledge Bases RetrieveAndGenerate API. You will use this Lambda layer code later to create the Lambda function.

Knowledge Base 112

Knowledge Base Artificial Inteligence Applications Lambda 112

AWS Machine Learning - AI

JULY 2, 2024

For production use, it is recommended to use a more robust frontend framework such as AWS Amplify , which provides a comprehensive set of tools and services for building scalable and secure web applications. If the validation is successful, the Lambda function queries the knowledge base using the provided patient or list of patient’s IDs.

Knowledge Base 121

Knowledge Base Artificial Inteligence Lambda Authentication 121

CircleCI

JULY 22, 2022

Self-hosted runners allow you to host your own scalable execution environments in your private cloud or on-premises, giving you more flexibility to customize and control your CI/CD infrastructure. Configure storage — increase the size of the hard disk for each instance if you think you’ll need it. Step 3: Configure advanced options.

AWS 98

AWS Lambda Meeting Software Review 98

AWS Machine Learning - AI

MAY 7, 2024

The workflow consists of the following steps: The user uploads the meeting recording as an audio or video file to the project’s Amazon Simple Storage Service (Amazon S3) bucket, in the /recordings folder. Transcripts are then stored in the project’s S3 bucket under /transcriptions/TranscribeOutput/.

Artificial Inteligence 124

Artificial Inteligence Meeting Generative AI AWS 124

AWS Machine Learning - AI

SEPTEMBER 17, 2024

Event-driven compute with AWS Lambda is a good fit for compute-intensive, on-demand tasks such as document embedding and flexible large language model (LLM) orchestration, and Amazon API Gateway provides an API interface that allows for pluggable frontends and event-driven invocation of the LLMs.

Generative AI 86

Generative AI AWS Applications Serverless 86

AWS Machine Learning - AI

OCTOBER 23, 2024

The solution’s scalability quickly accommodates growing data volumes and user queries thanks to AWS serverless offerings. Prerequisites To implement this solution, you need the following: An AWS account with permissions to create resources in Amazon Bedrock, Amazon Lex, Amazon Connect, and AWS Lambda.

Lambda 92

Lambda Knowledge Base Generative AI AWS 92

Gorilla Logic

SEPTEMBER 16, 2021

The three cloud providers we will be comparing are: AWS Lambda. Scalability, Limits, and Restrictions. AWS Lambda. Pricing: AWS Lambda (Lambda) implements a pay-per-request pricing model: Meter. . Additionally, Lambda provides a built-in Runtime API in case you have more specific requirements. Google Cloud.

Serverless 70

Serverless Lambda Cloud AWS 70

AWS Machine Learning - AI

NOVEMBER 21, 2024

At its core, Amazon Simple Storage Service (Amazon S3) serves as the secure storage for input files, manifest files, annotation outputs, and the web UI components. Pre-annotation and post-annotation AWS Lambda functions are optional components that can enhance the workflow. On the SageMaker console, choose Create labeling job.

Video 85

Video Lambda AWS Generative AI 85

Confluent

FEBRUARY 27, 2019

Given that it is at a relatively early stage, developers are still trying to grok the best approach for each cloud vendor and often face the following question: Should I go cloud native with AWS Lambda, GCP functions, etc., Provider dependent: 500 MB storage, 128 MB ? or invest in a vendor-agnostic layer like the serverless framework

Serverless 109

Serverless Lambda AWS Systems Review 109

AWS Machine Learning - AI

NOVEMBER 27, 2024

In the context of enterprise data asset search powered by a metadata catalog hosted on services such Amazon DataZone, AWS Glue, and other third-party catalogs, knowledge graphs can help integrate this linked data and also enable a scalable search paradigm that integrates metadata that evolves over time.

Enterprise 97

Enterprise Artificial Inteligence Data Knowledge Base 97