AWS Machine Learning

MARCH 6, 2025

By using the power of LLMs and combining them with specialized tools and APIs, agents can tackle complex, multistep tasks that were previously beyond the reach of traditional AI systems. Whenever local database information is unavailable, it triggers an online search using the Tavily API. Its used by the weather_agent() function.

APIs 91

APIs Scripts Enterprise Management 91

AWS Machine Learning

MARCH 11, 2025

Amazon Bedrock APIs make it straightforward to use Amazon Titan Text Embeddings V2 for embedding data. The implementation used the universal gateway provided by the FloTorch enterprise version to enable consistent API calls using the same function and to track token count and latency metrics uniformly. get("message", {}).get("content")

Benchmark 94

Benchmark APIs Enterprise Scripts 94

AWS Machine Learning

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing 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 114

APIs Call flow Accountability Technology 114

AWS Machine Learning

NOVEMBER 15, 2024

Oil and gas data analysis – Before beginning operations at a well a well, an oil and gas company will collect and process a diverse range of data to identify potential reservoirs, assess risks, and optimize drilling strategies. Consider a financial data analysis system. We give more details on that aspect later in this post.

APIs 113

APIs Engineering Chatbots Construction 113

AWS Machine Learning

MARCH 12, 2024

One common reason to engage in data collaboration is to run an audience overlap analysis, which is a common analysis to run when media planning and evaluating new partnerships. The analysis helps determine how much of the advertiser’s audience can be reached by a given media partner. Choose Configure new table.

Advertising 119

Advertising Accountability APIs Best practices 119

AWS Machine Learning

MARCH 19, 2025

They use a highly optimized inference stack built with NVIDIA TensorRT-LLM and NVIDIA Triton Inference Server to serve both their search application and pplx-api, their public API service that gives developers access to their proprietary models. The results speak for themselvestheir inference stack achieves up to 3.1

Healthcare 138

Healthcare Enterprise APIs Transportation 138

AWS Machine Learning

MARCH 4, 2025

The assessment includes a solution summary, an evaluation against Well-Architected pillars, an analysis of adherence to best practices, actionable improvement recommendations, and a risk assessment. Your data remains in the AWS Region where the API call is processed. All data is encrypted in transit and at rest.

Best practices 100

Best practices Enterprise Engineering Strategic Value 100

AWS Machine Learning

SEPTEMBER 20, 2024

Amazon Bedrock agents use LLMs to break down tasks, interact dynamically with users, run actions through API calls, and augment knowledge using Amazon Bedrock Knowledge Bases. In this post, we demonstrate how to use Amazon Bedrock Agents with a web search API to integrate dynamic web content in your generative AI application.

APIs 103

APIs Chatbots Construction Engineering 103

AWS Machine Learning

FEBRUARY 18, 2025

During these live events, F1 IT engineers must triage critical issues across its services, such as network degradation to one of its APIs. This impacts downstream services that consume data from the API, including products such as F1 TV, which offer live and on-demand coverage of every race as well as real-time telemetry.

APIs 70

APIs Engineering Metrics Big data 70

AWS Machine Learning

NOVEMBER 21, 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 106

APIs Call Center Engineering Personalization 106

AWS Machine Learning

MARCH 3, 2025

You can find detailed usage instructions, including sample API calls and code snippets for integration. However, to invoke the deployed model programmatically with Amazon Bedrock APIs, you need to use the endpoint ARN as model-id in the Amazon Bedrock SDK. To begin using Pixtral 12B, choose Deploy. show() Image.open(image_paths[1]).show()

Benchmark 83

Benchmark APIs Enterprise Construction 83

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. 0]}-{evaluator_model.split('.')[0]}-{datetime.now().strftime('%Y-%m-%d-%H-%M-%S')}"

Metrics 88

Metrics Engineering APIs Benchmark 88

AWS Machine Learning

JUNE 25, 2024

Amazon Bedrock , a fully managed service designed to facilitate the integration of LLMs into enterprise applications, offers a choice of high-performing LLMs from leading artificial intelligence (AI) companies like Anthropic, Mistral AI, Meta, and Amazon through a single API.

Feedback 119

Feedback Engineering Enterprise Technical Support 119

AWS Machine Learning

FEBRUARY 21, 2025

The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. This enables the FMs to not just process text, but to actively engage with various external tools and APIs to perform complex document analysis tasks. For more details on how tool use works, refer to The complete tool use workflow.

APIs 83

APIs Healthcare Consulting Consulting 83

AWS Machine Learning

OCTOBER 29, 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 through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Best practices 104

Best practices Feedback Metrics APIs 104

AWS Machine Learning

OCTOBER 16, 2024

The transcriptions in OpenSearch are then further enriched with these custom ML models to perform components identification and provide valuable insights such as named entity recognition, speaker role identification, sentiment analysis, and personally identifiable information (PII) redaction.

Customer Service 78

Customer Service Scripts Coaching Finance 78

AWS Machine Learning

NOVEMBER 29, 2023

With this launch, you can programmatically run notebooks as jobs using APIs provided by Amazon SageMaker Pipelines , the ML workflow orchestration feature of Amazon SageMaker. Furthermore, you can create a multi-step ML workflow with multiple dependent notebooks using these APIs.

APIs 101

APIs Management Engineering Big data 101

AWS Machine Learning

MARCH 27, 2025

Refer to Getting started with the API to set up your environment to make Amazon Bedrock requests through the AWS API. Test the code using the native inference API for Anthropics Claude The following code uses the native inference API to send a text message to Anthropics Claude. client = boto3.client("bedrock-runtime",

Education 88

Education Engineering APIs Enterprise 88

AWS Machine Learning

APRIL 3, 2025

This enables our sales teams to quickly create initial drafts for sections such as customer overviews, industry analysis, and business priorities, which previously required hours of research across the internet and relied on disparate internal AWS tools.

Accountability 75

Accountability Sales CRM APIs 75

AWS Machine Learning

NOVEMBER 13, 2024

The Amazon Bedrock single API access, regardless of the models you choose, gives you the flexibility to use different FMs and upgrade to the latest model versions with minimal code changes. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices, through a fully managed API.

Engineering 109

Engineering Management APIs Healthcare 109

AWS Machine Learning

MAY 30, 2024

In this post, we introduce the Media Analysis and Policy Evaluation solution, which uses AWS AI and generative AI services to provide a framework to streamline video extraction and evaluation processes. When it comes to video analysis, priorities include brand safety, regulatory compliance, and engaging content.

Advertising 130

Advertising APIs Education Analytics 130

AWS Machine Learning

MAY 15, 2023

Unlike the existing Amazon Textract console demos, which impose artificial limits on the number of documents, document size, and maximum allowed number of pages, the Bulk Document Uploader supports processing up to 150 documents per request and has the same document size and page limits as the Amazon Textract APIs.

APIs 85

APIs Construction Accountability Best practices 85

AWS Machine Learning

FEBRUARY 6, 2025

Amazon Bedrock is a fully managed service that provides access to high-performing foundation models (FMs) from leading AI startups and Amazon through a unified API. The first step in this analysis is to filter out negative cost values that might appear in claims data. The following diagram illustrates the solution architecture.

Healthcare 70

Healthcare APIs Analytics Transportation 70

Lumoa

FEBRUARY 27, 2025

Send background data through Netigate Surveys Netigate surveys can already be integrated with Lumoa using our API. Please contact your CS manager or email help.lumoa@netigate.net if you would like to get started with IP Whitelisting. Speak to your CS manager or email help.lumoa@netigate.net if you want to get started with that.

APIs 78

APIs Surveys Feedback Engineering 78

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 75

Entertainment APIs Technology Feedback 75

AWS Machine Learning

FEBRUARY 11, 2025

Large-scale data ingestion is crucial for applications such as document analysis, summarization, research, and knowledge management. Step Functions orchestrates AWS services like AWS Lambda and organization APIs like DataStore to ingest, process, and store data securely.

Enterprise 86

Enterprise Engineering APIs Best practices 86

AWS Machine Learning

FEBRUARY 13, 2023

In this post, we enable the provisioning of different components required for performing log analysis using Amazon SageMaker on AWS DeepRacer via AWS CDK constructs. This is where advanced log analysis comes into play. Choose Open Jupyter to start running the Python script for performing the log analysis.

Scripts 85

Scripts Best practices Transportation Construction 85

AWS Machine Learning

APRIL 5, 2024

Gramener’s GeoBox solution empowers users to effortlessly tap into and analyze public geospatial data through its powerful API, enabling seamless integration into existing workflows. A grid system is established with a 48-meter grid size using Mapbox’s Supermercado Python library at zoom level 19, enabling precise spatial analysis.

APIs 124

APIs Engineering Analytics Healthcare 124

AWS Machine Learning

FEBRUARY 12, 2025

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 is best suited for your use case. Solution overview The solution comprises two main steps: Generate synthetic data using the Amazon Bedrock InvokeModel API.

APIs 75

APIs Management Benchmark Scripts 75

AWS Machine Learning

MARCH 13, 2024

The system records all audio conversations without immediate analysis. When a report is received, the workflow retrieves the related audio files and initiates the analysis process. For instance, in a social audio chat room, the system could record all conversations and apply analysis. Respond in the tag with either 'Y' or 'N'.

APIs 127

APIs Engineering Advertising Management 127

AWS Machine Learning

NOVEMBER 1, 2022

Additionally, we won’t be able to make an informed decision post-analysis of those insights prior to building the ML models. The data flow recipe consists of preprocessing steps along with a bias report, multicollinearity report, and model quality analysis. Overview of solution. DeShazo, Chris Gennings, Juan L. Cios, and John N.

Engineering 97

Engineering APIs Accountability industry solution 97

AWS Machine Learning

FEBRUARY 10, 2025

This requires real-time data analysis and decision-making capabilities that traditional systems might not provide. This layer encapsulates the logic required to interact with the AWS AI services to manage API calls, data formatting, and error handling. AI helps businesses quickly adapt to industry changes and customer demands.

Enterprise 67

Enterprise APIs Government Healthcare 67

Interactions

OCTOBER 29, 2024

There are several ways to work with Gen AI and LLMs, from SaaS applications with embedded Gen AI to custom-built LLMs to applications that bring in Gen AI and LLM capabilities via API. Is it an API model? So how can you wrangle Gen AI for risk-mitigated, efficient, and valuable use in customer service and the contact center?

Contact Center 62

Contact Center APIs Analytics SaaS 62

AWS Machine Learning

JUNE 26, 2024

The function invokes the Amazon Textract API and performs a fuzzy match using the document schema mappings stored in Amazon DynamoDB. An event on message receipt invokes a Lambda function that in turn invokes the Amazon Textract StartDocumentAnalysis API for information extraction.

Marketing 105

Marketing APIs Banking Entertainment 105

AWS Machine Learning

FEBRUARY 25, 2025

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.

APIs 63

APIs Accountability Engineering Construction 63

Calabrio

MARCH 31, 2025

Generative AI, or GenAI for short , represents a significant leap forward in artificial intelligence, moving beyond simple data analysis to an ability to channel analysis into creativity. Deeper Speech Analytics and Sentiment Analysis Go beyond basic sentiment.

Contact Center 52

Contact Center Customer Service Virtual Agent Self service 52

AWS Machine Learning

JUNE 5, 2024

You train the model using semi-structured documents, which includes the following document types such as digital and scanned PDF documents and Word documents; Images sunch as JPG files, PNG files, and single-page TIFF files and Amazon Textract API output JSON files. Create an endpoint for the trained model.

APIs 104

APIs Metrics Accountability Enterprise 104