AWS Machine Learning

OCTOBER 31, 2024

With this solution, you can interact directly with the chat assistant powered by AWS from your Google Chat environment, as shown in the following example. The custom Google Chat app, configured for HTTP integration, sends an HTTP request to an API Gateway endpoint. The following figure illustrates the high-level design of the solution.

APIs 121

APIs Scripts Accountability Construction 121

AWS Machine Learning

FEBRUARY 9, 2024

For example, they may need to track the usage of FMs across teams, chargeback costs and provide visibility to the relevant cost center in the LOB. For example, if only specific FMs may be approved for use. We use API keys to restrict and monitor API access for teams. Each team is assigned an API key for access to the FMs.

SaaS 144

SaaS APIs Government Accountability 144

AWS Machine Learning

JULY 2, 2024

Amazon Bedrock is a fully managed service that makes a wide range of foundation models (FMs) available though an API without having to manage any infrastructure. Amazon API Gateway and AWS Lambda to create an API with an authentication layer and integrate with Amazon Bedrock. An API created with Amazon API Gateway.

APIs 141

APIs Scripts Enterprise Engineering 141

AWS Machine Learning

JANUARY 22, 2025

Amazon Bedrock Flows offers an intuitive visual builder and a set of APIs to seamlessly link foundation models (FMs), Amazon Bedrock features, and AWS services to build and automate user-defined generative AI workflows at scale. For our example, we chose Amazons Nova Lite model and set the temperature inference parameter to 0.1

APIs 129

APIs Transportation Best practices Enterprise 129

AWS Machine Learning

MARCH 7, 2024

The Streamlit web application calls an Amazon API Gateway REST API endpoint integrated with the Amazon Rekognition DetectLabels API , which detects labels for each image. Constructs a request payload for the Amazon Bedrock InvokeModel API. Invokes the Amazon Bedrock InvokeModel API action.

APIs 141

APIs Entertainment Construction Advertising 141

AWS Machine Learning

NOVEMBER 7, 2024

It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. It contains services used to onboard, manage, and operate the environment, for example, to onboard and off-board tenants, users, and models, assign quotas to different tenants, and authentication and authorization microservices.

Enterprise 112

Enterprise APIs Government Accountability 112

AWS Machine Learning

NOVEMBER 7, 2024

In this post, we explore the key capabilities of Amazon Bedrock Prompt Management and show examples of how to use these tools to help optimize prompt performance and outputs for your specific use cases. The following code is an example using the AWS SDK for Python (Boto3) : import boto3 # Set up the Bedrock client bedrock = boto3.client('bedrock-runtime')

Management 139

Management APIs Engineering Enterprise 139

AWS Machine Learning

SEPTEMBER 18, 2024

Amazon Bedrock enables access to powerful generative AI models like Stable Diffusion through a user-friendly API. For example, it can fill in a line drawing with colors, lighting, and a background that makes sense for the subject. The user chooses Call API to invoke API Gateway to begin processing on the backend.

APIs 127

APIs Best practices Entertainment Advertising 127

AWS Machine Learning

JULY 3, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups 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. Here’s the generated prompt from the example message). First, the message is added to the prompt.

Personalization 138

Personalization APIs Management Accountability 138

AWS Machine Learning

MAY 17, 2024

This includes task context, data that you pass to the model, conversation and action history, instructions, and even examples. Example overview To illustrate this example, consider a retail company that allows purchasers to post product reviews on their website. Hence the example uses Step Functions for workflow orchestration.

APIs 135

APIs Construction Engineering Enterprise 135

AWS Machine Learning

MARCH 1, 2024

For example, consider the following query: What is the cost of the book " " on ? For example, if you have want to build a chatbot for an ecommerce website to handle customer queries such as the return policy or details of the product, using hybrid search will be most suitable.

APIs 137

APIs Finance Chatbots Enterprise 137

AWS Machine Learning

JULY 30, 2024

For example, it enables user subscription management across Amazon Q offerings and consolidates Amazon Q billing from across multiple AWS accounts. Additionally, Q Business conversation APIs employ a layer of privacy protection by leveraging trusted identity propagation enabled by IAM Identity Center.

APIs 131

APIs Enterprise Accountability Management 131

AWS Machine Learning

OCTOBER 29, 2024

We walk through the key components and services needed to build the end-to-end architecture, offering example code snippets and explanations for each critical element that help achieve the core functionality. With Lambda integration, we can create a web API with an endpoint to the Lambda function.

Engineering 110

Engineering APIs Sales Enterprise 110

AWS Machine Learning

JANUARY 28, 2025

Using SageMaker with MLflow to track experiments The fully managed MLflow capability on SageMaker is built around three core components: MLflow tracking server This component can be quickly set up through the Amazon SageMaker Studio interface or using the API for more granular configurations.

Management 113

Management APIs Engineering Metrics 113

AWS Machine Learning

FEBRUARY 8, 2024

At the forefront of this evolution sits Amazon Bedrock , a fully managed service that makes high-performing foundation models (FMs) from Amazon and other leading AI companies available through an API. The code and resources required for deployment are available in the amazon-bedrock-examples repository.

APIs 139

APIs Scripts Enterprise Management 139

AWS Machine Learning

MAY 7, 2024

Amazon Transcribe The transcription for the entire video is generated using the StartTranscriptionJob API. The raw transcripts are further processed to be stored using timestamps, as shown in the following example. The metadata generated for each video by the APIs is processed and stored with timestamps.

APIs 135

APIs Advertising Entertainment Metrics 135

AWS Machine Learning

DECEMBER 4, 2024

Today, we’re excited to announce a new capability that allows you to deploy over 100 open-weight and proprietary models from Amazon SageMaker JumpStart and register them with Amazon Bedrock , allowing you to seamlessly access them through the powerful Amazon Bedrock APIs.

APIs 104

APIs Engineering Management Customer centricity 104

AWS Machine Learning

SEPTEMBER 12, 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 unified API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Healthcare 126

Healthcare APIs Accountability Enterprise 126

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 141

APIs Big data Accountability Enterprise 141

AWS Machine Learning

APRIL 24, 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 using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

APIs 136

APIs Engineering Metrics Management 136

AWS Machine Learning

DECEMBER 18, 2024

This involves creating an OAuth API endpoint in ServiceNow and using the web experience URL from Amazon Q Business as the callback URL. The final step of the solution involves enhancing the application environment with a custom plugin for ServiceNow using APIs defined in an OpenAPI schema.

APIs 97

APIs Enterprise Accountability Government 97

AWS Machine Learning

AUGUST 7, 2024

For example, retrieving responses from its database before generating a response could provide more relevant and coherent responses. We then retrieve answers using standard RAG and a two-stage RAG, which involves a reranking API. Using a RAG approach for building a chatbot has many advantages. join(batch_text_arr) s3.put_object(

APIs 132

APIs Chatbots Metrics Education 132

AWS Machine Learning

JULY 3, 2024

Solution overview Knowledge Bases for Amazon Bedrock allows you to configure your RAG applications to query your knowledge base using the RetrieveAndGenerate API , generating responses from the retrieved information. The following diagram illustrates an example workflow. Upload the unzipped files to this S3 bucket.

APIs 132

APIs Banking Metrics Management 132

AWS Machine Learning

SEPTEMBER 25, 2024

The Employee Productivity GenAI Assistant Example is a practical AI-powered solution designed to streamline writing tasks, allowing teams to focus on creativity rather than repetitive content creation. This sends the API request to Amazon Bedrock, which is hosting the Anthropic’s Claude 3 Sonnet language model. as the model.

APIs 94

APIs Wireless Accountability Technology 94

AWS Machine Learning

MARCH 4, 2024

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

Feedback 136

Feedback APIs Engineering Surveys 136

AWS Machine Learning

OCTOBER 21, 2024

Amazon Bedrock is a fully managed service that makes FMs from leading AI startups 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. The following is an example config.js Set the region value based on the Region where you’re deploying the solution.

APIs 94

APIs Enterprise Accountability Management 94

AWS Machine Learning

JULY 10, 2024

You can use the Prompt Management and Flows features graphically on the Amazon Bedrock console or Amazon Bedrock Studio, or programmatically through the Amazon Bedrock SDK APIs. Alternatively, you can use the CreateFlow API for a programmatic creation of flows that help you automate processes and development pipelines.

Management 131

Management APIs Chatbots Best practices 131

AWS Machine Learning

MARCH 29, 2024

For example, the following figure shows screenshots of a chatbot transitioning a customer to a live agent chat (courtesy of WaFd Bank). If the request to the Talkdesk API is successful, a Talkdesk conversation ID is returned to Amazon Lex. Solution overview The following diagram illustrates the solution architecture.

Cloud contact 119

Cloud contact Contact Center Chatbots APIs 119

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

JUNE 5, 2024

Gather all these phishing reports and examples of non-phishing emails to prepare the training data. You should have a minimum 10 examples per class. For example, you can classify an email as phishing or not-phishing, but not both. The second column contains an example text document for that class.

APIs 120

APIs Metrics Accountability Enterprise 120

AWS Machine Learning

MAY 15, 2024

The Amazon Bedrock API returns the output Q&A JSON file to the Lambda function. The container image sends the REST API request to Amazon API Gateway (using the GET method). API Gateway communicates with the TakeExamFn Lambda function as a proxy. The JSON file is returned to API Gateway.

Education 142

Education APIs Engineering Banking 142

AWS Machine Learning

JULY 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading artificial intelligence (AI) companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral AI, Stability AI, and Amazon through a single API. The following screenshot shows an example of the dataset. txt.metadata.json.

APIs 126

APIs Engineering Enterprise Management 126

AWS Machine Learning

SEPTEMBER 23, 2024

We provide code examples tailored to common enterprise governance scenarios. To use a specific LLM from Amazon Bedrock, SageMaker Canvas uses the model ID of the chosen LLM as part of the API calls. At the time of writing, SageMaker Canvas only allows fine-tuning of Amazon Titan models.

Government 119

Government Enterprise APIs Accountability 119

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.

APIs 119

APIs Calibration Best practices Metrics 119

AWS Machine Learning

AUGUST 22, 2024

For example, [link]. On the API tokens page, choose Create API token. Figure 7: Confluence API token creation In the Create an API token dialog box, for Label , add a name for your API token. You can’t retrieve the API token after you close the dialog box. For example, [link]. Choose Create.

APIs 116

APIs Enterprise Accountability Management 116

AWS Machine Learning

NOVEMBER 15, 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, Mistral AI, 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.

APIs 110

APIs Government Best practices Metrics 110

AWS Machine Learning

JULY 10, 2024

For example, the following table shows example validation losses for each epoch during a training process. Before you start a fine-tuning job, create an S3 bucket in the same Region as your Amazon Bedrock service (for example, us-west-2), as mentioned in the prerequisites. Epoch Validation Loss 1 0.9

APIs 129

APIs Airlines Metrics Engineering 129