AWS Machine Learning - AI

APRIL 24, 2024

An AI assistant is an intelligent system that understands natural language queries and interacts with various tools, data sources, and APIs to perform tasks or retrieve information on behalf of the user. For direct device actions like start, stop, or reboot, we use the action-on-device action group, which invokes a Lambda function.

Artificial Inteligence 134

Artificial Inteligence Lambda Knowledge Base IoT 134

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 126

Lambda Enterprise Automotive Knowledge Base 126

AWS Machine Learning - AI

SEPTEMBER 18, 2024

Integrating it with the range of AWS serverless computing, networking, and content delivery services like AWS Lambda , Amazon API Gateway , and AWS Amplify facilitates the creation of an interactive tool to generate dynamic, responsive, and adaptive logos. This API will be used to invoke the Lambda function.

Lambda 126

Lambda AWS Generative AI Resources 126

AWS Machine Learning - AI

OCTOBER 29, 2024

Professionals in a wide variety of industries have adopted digital video conferencing tools as part of their regular meetings with suppliers, colleagues, and customers. 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 108

Generative AI Video Engineering Artificial Inteligence 108

AWS Machine Learning - AI

NOVEMBER 26, 2024

In essence, the read-through semantic cache isn’t just a go-between; it’s a strategic tool for optimizing system performance based on the specific demands of different applications. The Lambda function, acting as the cache manager, prompts an LLM for a new generation due to a lack of cache hits given the similarity threshold.

Artificial Inteligence 120

Artificial Inteligence Serverless Lambda Generative AI 120

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. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 52

Lambda Software Review AWS Serverless 52

AWS Machine Learning - AI

FEBRUARY 6, 2024

The workflow consists of the following steps: A user accesses the regulatory document authoring tool from their computer browser. The application uses the Amplify libraries for Amazon Simple Storage Service (Amazon S3) and uploads documents provided by users to Amazon S3. The following diagram illustrates the solution architecture.

Generative AI 127

Generative AI AWS Lambda Technical Review 127

CIO

OCTOBER 23, 2024

We had integration tools at our company but they were older, outdated tools,” he says. With change comes choice Spirent’s decision to use a public cloud for data storage is a popular approach. And all the infrastructure problems — the storage, connectivity, compute, and latency — will only increase next year.

Infrastructure 204

Infrastructure Artificial Inteligence Data Center ChatGPT 204

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 133

Knowledge Base Artificial Inteligence Lambda Applications 133

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 127

Artificial Inteligence Generative AI Lambda Healthcare 127

AWS Machine Learning - AI

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. To handle large volumes, the data is split into smaller chunks to mitigate Lambda function overload.

Knowledge Base 92

Knowledge Base Lambda Enterprise AWS 92

AWS Machine Learning - AI

NOVEMBER 18, 2024

It exposes an API endpoint through Amazon API Gateway that proxies the initial prompt request to a Python-based AWS Lambda function, which calls Amazon Bedrock twice. The prompt and parameters are passed to Amazon Bedrock using an inference API called by the Lambda function. The following diagram illustrates the flow of events.

Lambda 104

Lambda AWS Generative AI Artificial Inteligence 104

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. Features: Simple deployment with just one click. Auto Scaling for traffic surges. Constant deployment that will keep applications updated.

Serverless 180

Serverless AWS Google Cloud Azure 180

AWS Machine Learning - AI

FEBRUARY 8, 2024

Generative AI agents are a versatile and powerful tool for large enterprises. Action groups are a set of APIs and corresponding business logic, whose OpenAPI schema is defined as JSON files stored in Amazon Simple Storage Service (Amazon S3). The schema allows the agent to reason around the function of each API.

Knowledge Base 139

Knowledge Base Insurance Lambda AWS 139

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

AWS Machine Learning - AI

DECEMBER 22, 2023

Generative AI agents are capable of producing human-like responses and engaging in natural language conversations by orchestrating a chain of calls to foundation models (FMs) and other augmenting tools based on user input. The agent is equipped with tools that include an Anthropic Claude 2.1

Generative AI 122

Generative AI Lambda AWS Technical Review 122

AWS Machine Learning - AI

JUNE 26, 2024

Financial analysts and research analysts in capital markets distill business insights from financial and non-financial data, such as public filings, earnings call recordings, market research publications, and economic reports, using a variety of tools for data mining. The following diagram illustrates the technical architecture.

Artificial Inteligence 130

Artificial Inteligence Research Knowledge Base Applications 130

AWS Machine Learning - AI

MAY 14, 2024

Build an offline human feedback workflow In this scenario, we assume that the chat transcripts are stored in an Amazon Simple Storage Service (Amazon S3) bucket in JSON format, a typical chat transcript format, for the human experts to provide annotations and labels on each LLM response. Here, we use the on-demand option.

Generative AI 116

Generative AI Artificial Inteligence AWS Applications 116

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 118

Generative AI Artificial Inteligence AWS Technical Review 118

Honeycomb

JANUARY 10, 2020

We’re big fans of AWS Lambda at Honeycomb. As you may have read , we recently made some major improvements to our storage engine by leveraging Lambda to process more data in less time. Making a change to a complex system like our storage engine is daunting, but can be made less so with good instrumentation and tracing.

Lambda 52

Lambda Examples Serverless AWS 52

AWS Machine Learning - AI

NOVEMBER 21, 2024

Traditional annotation tools, with basic playback and marking capabilities, often fall short in capturing these nuanced details. Through custom human annotation workflows , organizations can equip annotators with tools for high-precision segmentation.

Video 97

Video Lambda AWS Generative AI 97

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. Lambda will horizontally scale precisely when we need it to a massive extent.

Lambda 40

Lambda Software Review AWS Serverless 40

AWS Machine Learning - AI

NOVEMBER 13, 2024

The solution also uses Amazon Cognito user pools and identity pools for managing authentication and authorization of users, Amazon API Gateway REST APIs, AWS Lambda functions, and an Amazon Simple Storage Service (Amazon S3) bucket. To launch the solution in a different Region, change the aws_region parameter accordingly.

Generative AI 128

Generative AI AWS Lambda Authentication 128

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 128

Knowledge Base Artificial Inteligence Lambda Authentication 128

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. On AWS, you can use the fully managed Amazon Bedrock Agents or tools of your choice such as LangChain agents or LlamaIndex agents. Finally, you can build your own evaluation pipelines and use tools such as fmeval.

Generative AI 110

Generative AI AWS Artificial Inteligence Enterprise 110

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. The workflow includes the following steps: Amazon WorkMail manages incoming and outgoing customer emails.

Knowledge Base 102

Knowledge Base Generative AI Technical Review AWS 102

AWS Machine Learning - AI

NOVEMBER 13, 2024

Amazon Bedrock offers a serverless experience, so you can get started quickly, privately customize FMs with your own data, and quickly integrate and deploy them into your applications using AWS tools without having to manage infrastructure. The analysis results are returned to the S3 bucket through a Lambda function and stored there.

Generative AI 110

Generative AI Analysis Lambda AWS 110

AWS Machine Learning - AI

AUGUST 15, 2024

The Content Designer AWS Lambda function saves the input in Amazon OpenSearch Service in a questions bank index. Amazon Lex forwards requests to the Bot Fulfillment Lambda function. Users can also send requests to this Lambda function through Amazon Alexa devices.

Artificial Inteligence 123

Artificial Inteligence Generative AI Knowledge Base Lambda 123

AWS Machine Learning - AI

OCTOBER 23, 2024

A crucial step in that journey involves bringing in AI assistants that intelligently use tools to help customers navigate the digital landscape. 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 91

Lambda Knowledge Base Generative AI AWS 91

Honeycomb

MAY 23, 2022

We’ve previously shared our experience moving Kafka over to Arm instances once AWS offered Graviton2 instance types with on-instance storage (Is4gen and Im4gn), and the wins we saw there ( with help from Amazon ). And we coordinated with users of the aforementioned bastions and dev box to be sure all those tools could move … and we did it.

AWS 88

AWS Lambda Architecture Testing 88

AWS Machine Learning - AI

MAY 7, 2024

Hugging Face is an open-source machine learning (ML) platform that provides tools and resources for the development of AI projects. 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.

Artificial Inteligence 128

Artificial Inteligence Meeting AWS Generative AI 128

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. The central thesis is to stream process all the data.

Data Engineering 130

Data Engineering Engineering Data Technical Review 130

AWS Machine Learning - AI

NOVEMBER 14, 2024

If an image is uploaded, it is stored in Amazon Simple Storage Service (Amazon S3) , and a custom AWS Lambda function will use a machine learning model deployed on Amazon SageMaker to analyze the image to extract a list of place names and the similarity score of each place name.

Artificial Inteligence 108

Artificial Inteligence Generative AI Travel AWS 108

AWS Machine Learning - AI

MAY 15, 2024

After the chosen model is ready to be moved into production, the model is deployed (step vi) using the team’s own in-house Model Lifecycle Manager tool. Under the hood, this tool uses artifacts generated by SageMaker (step vii) which is then deployed into the production AWS account (step viii), using SageMaker SDKs.

Generative AI 128

Generative AI Artificial Inteligence Advertising Technical Review 128

AWS Machine Learning - AI

OCTOBER 29, 2024

Flexible logging –You can use this solution to store logs either locally or in Amazon Simple Storage Service (Amazon S3) using Amazon Data Firehose, enabling integration with existing monitoring infrastructure. Additionally, you can choose what gets logged. We encourage you to explore this solution and integrate it into your workflows.

Generative AI 109

Generative AI Applications AWS Knowledge Base 109

Stackery

MAY 22, 2019

We run a database server, media storage, and of course web application framework, all on our local machine. For convenience, tools like npm have built-in settings to say “use this environment” to switch a whole bunch of things at once. Functions/Serverless Functions/Lambdas. Cloudside Development.

Serverless 74

Serverless Lambda AWS Resources 74

AWS Machine Learning - AI

AUGUST 26, 2024

However, for individuals who rely on visual communication methods like American Sign Language (ASL), traditional communication tools often fall short. An Amazon Cognito identity pool grants temporary access to the Amazon Simple Storage Service (Amazon S3) bucket. That’s where GenASL comes in. AWS SAM CLI – Install the AWS SAM CLI.

Generative AI 118

Generative AI AWS 3D Video 118