AWS Machine Learning

MARCH 6, 2023

In this post, we dive into tips and best practices for successful LLM training on Amazon SageMaker Training. The post covers all the phases of an LLM training workload and describes associated infrastructure features and best practices. Some of the best practices in this post refer specifically to ml.p4d.24xlarge

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AWS Machine Learning

FEBRUARY 11, 2025

First we discuss end-to-end large-scale data integration with Amazon Q Business, covering data preprocessing, security guardrail implementation, and Amazon Q Business best practices. Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely.

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Enterprise Engineering APIs Best practices 92

AWS Machine Learning

OCTOBER 2, 2024

This two-part series explores best practices for building generative AI applications using Amazon Bedrock Agents. This data provides a benchmark for expected agent behavior, including the interaction with existing APIs, knowledge bases, and guardrails connected with the agent.

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AWS Machine Learning

FEBRUARY 12, 2025

Amazon Bedrock , a fully managed service offering high-performing foundation models from leading AI companies through a single API, has recently introduced two significant evaluation capabilities: LLM-as-a-judge under Amazon Bedrock Model Evaluation and RAG evaluation for Amazon Bedrock Knowledge Bases. keys()) & set(metrics2.keys())

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AWS Machine Learning

NOVEMBER 19, 2024

The excitement is building for the fourteenth edition of AWS re:Invent, and as always, Las Vegas is set to host this spectacular event. In this session, learn best practices for effectively adopting generative AI in your organization. This session covers best practices for a responsible evaluation.

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APIs Enterprise Best practices Government 96

AWS Machine Learning

FEBRUARY 7, 2025

The implementation uses Slacks event subscription API to process incoming messages and Slacks Web API to send responses. The incoming event from Slack is sent to an endpoint in API Gateway, and Slack expects a response in less than 3 seconds, otherwise the request fails.

Entertainment 79

Entertainment APIs Technology Feedback 79

AWS Machine Learning

JANUARY 10, 2023

This post describes the best practices for load testing a SageMaker endpoint to find the right configuration for the number of instances and size. For example, if you client is making the InvokeEndpoint API call over the internet, from the client’s perspective, the end-to-end latency would be internet + ModelLatency + OverheadLatency.

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AWS Machine Learning

MAY 17, 2024

The application uses event-driven architecture (EDA), a powerful software design pattern that you can use to build decoupled systems by communicating through events. The event starts an AWS Step Functions workflow. Detect if the review content has any harmful information using the Amazon Comprehend DetectToxicContent API.

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APIs Construction Engineering Enterprise 136

AWS Machine Learning

OCTOBER 2, 2024

Because this is an emerging area, best practices, practical guidance, and design patterns are difficult to find in an easily consumable basis. This integration makes sure enterprises can take advantage of the full power of generative AI while adhering to best practices in operational excellence.

Government 124

Government APIs Enterprise Best practices 124

AWS Machine Learning

SEPTEMBER 18, 2024

Amazon Bedrock enables access to powerful generative AI models like Stable Diffusion through a user-friendly API. The user chooses Call API to invoke API Gateway to begin processing on the backend. The API invokes a Lambda function, which uses the Amazon Bedrock API to invoke the Stability AI SDXL 1.0

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APIs Entertainment Best practices Advertising 130

AWS Machine Learning

FEBRUARY 28, 2025

You can integrate Smartsheet to Amazon Q Business through the AWS Management Console , AWS Command Line Interface (AWS CLI), or the CreateDataSource API. In Smartsheet Have access to the Smartsheet Event Reporting API. This streamlined process improves client retention, increases accuracy, and elevates overall service quality.

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AWS Machine Learning

NOVEMBER 15, 2024

Analyst Notes Database Knowledge base containing reports from Analysts on their interpretation and analyis of economic events. Analyst Notes Database This is asking for interpretation of an event, I will look in Analyst Notes. The prompt uses XML tags following Anthropic’s Claude best practices.

APIs 118

APIs Engineering Chatbots Construction 118

AWS Machine Learning

AUGUST 26, 2024

The GenASL web app invokes the backend services by sending the S3 object key in the payload to an API hosted on Amazon API Gateway. API Gateway instantiates an AWS Step Functions The state machine orchestrates the AI/ML services Amazon Transcribe and Amazon Bedrock and the NoSQL data store Amazon DynamoDB using AWS Lambda functions.

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APIs Calibration Best practices Metrics 121

TechSee

JUNE 29, 2023

Similarly, AI easily scales up and down to meet changing demands, eliminating long wait times and poor CX during mass service events or seasons. Like agents, the LLM must have visibility into system outage statuses and training on the latest agent guidance or best practices.

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Chatbots Customer Service Wait times APIs 202

AWS Machine Learning

FEBRUARY 9, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon via a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

SaaS 143

SaaS APIs Government Accountability 143

AWS Machine Learning

NOVEMBER 21, 2024

This setup follows AWS best practices for least-privilege access, making sure CloudFront can only access the specific UI files needed for the annotation interface. Programmatic setup Alternatively, you can create your labeling job programmatically using the CreateLabelingJob API. val(option).text(option)); append(qualityCheck).append(qualityLabel));

APIs 94

APIs Feedback Telecommunications Management 94

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. EventBridge monitors status change events to automatically take actions with simple rules. API Gateway invokes a Lambda function to initiate model updates.

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AWS Machine Learning

MAY 31, 2024

Amazon Bedrock is a fully managed service that makes foundational models (FMs) from leading artificial intelligence (AI) companies and Amazon available through an API, so you can choose from a wide range of FMs to find the model that’s best suited for your use case. Who does GDPR apply to?

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Best practices APIs Accountability Personalization 131

AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. A user sends a question (NLQ) as a JSON event. If it finds any, it skips to Step 6.

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Real estate APIs Metrics Construction 129

AWS Machine Learning

APRIL 23, 2024

The AWS Well-Architected Framework provides best practices and guidelines for designing and operating reliable, secure, efficient, and cost-effective systems in the cloud. It calls the CreateDataSource and DeleteDataSource APIs. Minimally, you must specify the following properties: Name – Specify a name for the knowledge base.

APIs 127

APIs Enterprise Scripts Accountability 127

AWS Machine Learning

APRIL 18, 2024

A Lambda function called the Call Event Processor, fed by Kinesis Data Streams, processes and optionally enriches meeting metadata and transcription segments. The Call Event Processor integrates with the meeting assist services. The stacks take about 35–40 minutes to deploy. Authentication is provided by Amazon Cognito.

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APIs Accountability Analytics Entertainment 134

AWS Machine Learning

JULY 17, 2024

This post shows how to use AWS generative artificial intelligence (AI) services , like Amazon Q Business , with AWS Support cases, AWS Trusted Advisor , and AWS Health data to derive actionable insights based on common patterns, issues, and resolutions while using the AWS recommendations and best practices enabled by support data.

Scripts 122

Scripts APIs Enterprise Accountability 122

AWS Machine Learning

MAY 1, 2024

For interacting with AWS services, the AWS Amplify JS library for React simplifies the authentication, security, and API requests. The backend uses several serverless and event-driven AWS services, including AWS Step Functions for low-code workflows, AWS AppSync for a GraphQL API, and Amazon Translate.

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APIs Construction Best practices Technology 127

Cincom

MAY 8, 2024

The key stages include: Initial Research: Early messaging should focus on educating prospects with thought leadership content detailing industry trends and best practices. Setting up workflows to activate events like purchases, milestones, or renewals enables sending personalized messages precisely when engagement potential is highest.

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Best practices Metrics Education CRM 52

AWS Machine Learning

SEPTEMBER 1, 2023

Solution overview To get responses streamed back from SageMaker, you can use our new InvokeEndpointWithResponseStream API. Other streaming techniques like Server-Sent Events (SSE) are also implemented using the same HTTP chunked encoding mechanism. This API allows the model to respond as a stream of parts of the full response payload.

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APIs Chatbots Engineering Best practices 117

AWS Machine Learning

MAY 1, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Chatbots 129

Chatbots APIs Engineering Automotive 129

AWS Machine Learning

MAY 3, 2023

This post explains the backup and recovery module and one approach to automate the process using an event-driven architecture. Solution overview The following diagram illustrates the high-level workflow of Studio domain backup and recovery with an event-driven architecture.

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Scripts APIs Accountability Engineering 74

AWS Machine Learning

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Scripts 129

Scripts Best practices Engineering Accountability 129

AWS Machine Learning

JUNE 14, 2022

This function is directly called via its function URL, a simple way to assign an HTTP(S) endpoint to the Lambda function directly, without the need for a REST API. However, this isn’t a best practice and it’s not advised for production workloads. Calling the API with this information. The Canvas app.

APIs 94

APIs Best practices Accountability Management 94

AWS Machine Learning

FEBRUARY 6, 2024

The workflow includes the following steps: A QnABot administrator can configure the questions using the Content Designer UI delivered by Amazon API Gateway and Amazon Simple Storage Service (Amazon S3). then(response => password=response); // fetch description and userid from event var shortDesc = event.req. Choose Create function.

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Chatbots APIs Self service Banking 131

AWS Machine Learning

SEPTEMBER 8, 2023

Amazon Rekognition makes it easy to add image analysis capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

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APIs Scripts Entertainment Personalization 123

Babelforce

MARCH 12, 2020

And some contact centers have to do all that without much support from the rest of the business… But here are some call center best practices that should make your job easier. #1 Best practice’ should mean best for you and best for customers. Data hygiene is itself some call center best practice.

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Best practices Call Center Interactive Voice Response Surveys 52

AWS Machine Learning

MARCH 1, 2024

The solution workflow consists of the following steps: Genesys Cloud sends iterative transcripts events to your EventBridge event bus. Lambda receives the iterative transcripts from EventBridge, determines when a conversation is complete, and invokes the Transcript API within Genesys Cloud and drops the full transcript in an S3 bucket.

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Chatbots APIs Self service Contact Center 123

delighted

DECEMBER 3, 2021

Great examples of automated distribution include survey integrations and Application Programming Interface (API) connections. And, setting up APIs can link two applications to one another for data sharing/interacting purposes, making manual uploads a thing of the past. Create custom APIs for more complex use cases. Delighted).

Surveys 97

Surveys APIs SaaS Engineering 97

AWS Machine Learning

OCTOBER 18, 2023

The solution uses the following services: Amazon API Gateway is a fully managed service that makes it easy for developers to publish, maintain, monitor, and secure APIs at any scale. Purina’s solution is deployed as an API Gateway HTTP endpoint, which routes the requests to obtain pet attributes.

APIs 123

APIs Metrics Consulting Consulting 123

AWS Machine Learning

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. Set up regular game days to test workload and team responses to simulated events.

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Best practices Metrics Feedback Enterprise 112

AWS Machine Learning

SEPTEMBER 27, 2024

The workflow consists of the following steps: The user uploads an architecture image (JPEG or PNG) on the Streamlit application, invoking the Amazon Bedrock API to generate a step-by-step explanation of the architecture using the Anthropic’s Claude 3 Sonnet model. The following diagram illustrates the step-by-step process.

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Best practices Engineering APIs Customer centricity 123