AWS Machine Learning

JANUARY 29, 2025

However, even in a decentralized model, often LOBs must align with central governance controls and obtain approvals from the CCoE team for production deployment, adhering to global enterprise standards for areas such as access policies, model risk management, data privacy, and compliance posture, which can introduce governance complexities.

Enterprise 88

Enterprise Government Accountability Finance 88

AWS Machine Learning

MARCH 11, 2025

These models offer enterprises a range of capabilities, balancing accuracy, speed, and cost-efficiency. Using its enterprise software, FloTorch conducted an extensive comparison between Amazon Nova models and OpenAIs GPT-4o models with the Comprehensive Retrieval Augmented Generation (CRAG) benchmark dataset.

Benchmark 94

Benchmark APIs Enterprise Scripts 94

AWS Machine Learning

OCTOBER 29, 2024

To enable the video insights solution, the architecture uses a combination of AWS services, including the following: Amazon API Gateway is a fully managed service that makes it straightforward for developers to create, publish, maintain, monitor, and secure APIs at scale.

Engineering 110

Engineering APIs Sales Enterprise 110

AWS Machine Learning

DECEMBER 18, 2024

Many enterprise customers across various industries are looking to adopt Generative AI to drive innovation, user productivity, and enhance customer experience. Amazon Q Business understands natural language and allows users to receive immediate, permissions-aware responses from enterprise data sources with citations.

APIs 87

APIs Enterprise Accountability Government 87

AWS Machine Learning

MARCH 19, 2025

Note that these APIs use objects as namespaces, alleviating the need for explicit imports. API Gateway supports multiple mechanisms for controlling and managing access to an API. AWS Lambda handles the REST API integration, processing the requests and invoking the appropriate AWS services.

APIs 100

APIs Automotive Accountability Analytics 100

AWS Machine Learning

MARCH 19, 2025

Their results speak for themselvesAdobe achieved a 20-fold scale-up in model training while maintaining the enterprise-grade performance and reliability their customers expect. ServiceNows innovative AI solutions showcase their vision for enterprise-specific AI optimization. times lower latency compared to other platforms.

Healthcare 118

Healthcare Enterprise APIs Transportation 118

AWS Machine Learning

SEPTEMBER 23, 2024

With the rise of powerful foundation models (FMs) powered by services such as Amazon Bedrock and Amazon SageMaker JumpStart , enterprises want to exercise granular control over which users and groups can access and use these models. We provide code examples tailored to common enterprise governance scenarios.

Government 117

Government Enterprise APIs Accountability 117

AWS Machine Learning

AUGUST 2, 2024

GraphStorm is a low-code enterprise graph machine learning (GML) framework to build, train, and deploy graph ML solutions on complex enterprise-scale graphs in days instead of months. adds new APIs to customize GraphStorm pipelines: you now only need 12 lines of code to implement a custom node classification training loop.

APIs 117

APIs Benchmark Construction Enterprise 117

AWS Machine Learning

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.

APIs 130

APIs Scripts Accountability Entertainment 130

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. Test the flow Youre now ready to test the flow through the Amazon Bedrock console or API.

APIs 128

APIs Transportation Best practices Enterprise 128

AWS Machine Learning

AUGUST 22, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems, which each user is authorized to access.

Enterprise 128

Enterprise APIs Accountability Management 128

AWS Machine Learning

MARCH 27, 2024

This blog post discusses how BMC Software added AWS Generative AI capabilities to its product BMC AMI zAdviser Enterprise. BMC AMI zAdviser Enterprise provides a wide range of DevOps KPIs to optimize mainframe development and enable teams to proactvely identify and resolve issues.

Enterprise 116

Enterprise APIs Metrics Engineering 116

NobelBiz

APRIL 2, 2024

With the growing customer expectations, enterprises are under great pressure to deliver exceptional service. At the core of this modern transformation lie Enterprise Contact Center Solutions , sophisticated platforms designed to streamline communication, enhance productivity, and drive customer satisfaction.

contact center solutions 105

contact center solutions Enterprise Contact Center Interactive Voice Response 105

AWS Machine Learning

JANUARY 24, 2025

These steps might involve both the use of an LLM and external data sources and APIs. Agent plugin controller This component is responsible for the API integration to external data sources and APIs. The LLM agent is an orchestrator of a set of steps that might be necessary to complete the desired request.

APIs 110

APIs Scripts Best practices Management 110

AWS Machine Learning

SEPTEMBER 6, 2023

In this post, we build a secure enterprise application using AWS Amplify that invokes an Amazon SageMaker JumpStart foundation model, Amazon SageMaker endpoints, and Amazon OpenSearch Service to explain how to create text-to-text or text-to-image and Retrieval Augmented Generation (RAG).

Enterprise 124

Enterprise APIs Real estate Construction 124

AWS Machine Learning

JANUARY 24, 2024

Building proofs of concept is relatively straightforward because cutting-edge foundation models are available from specialized providers through a simple API call. Additionally, enterprises must ensure data security when handling proprietary and sensitive data, such as personal data or intellectual property. Who has access to the data?

Enterprise 143

Enterprise APIs Advertising Technology 143

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 89

APIs Scripts Enterprise Management 89

ConvergeOne

DECEMBER 12, 2023

We believe that enterprise API integrations made available for insurers by insurance startups are disrupting how insurers execute their digital transformations. How does enterprise application integration work? How do you find new ways to innovate your existing technology? How do you plan and assess for integration?

APIs 104

APIs Enterprise Surveys Technology 104

AWS Machine Learning

FEBRUARY 28, 2025

Amazon Q Business is a fully managed, generative AIpowered assistant that empowers enterprises to unlock the full potential of their data and organizational knowledge. Smartsheet, the AI-enhanced enterprise-grade work management platform, helps users manage projects, programs, and processes at scale. A Smartsheet access token.

APIs 67

APIs Enterprise Accountability Management 67

AWS Machine Learning

OCTOBER 30, 2024

Enabling Global Resiliency for an Amazon Lex bot is straightforward using the AWS Management Console , AWS Command Line Interface (AWS CLI), or APIs. Global Resiliency APIs Global Resiliency provides API support to create and manage replicas. To better understand the solution, refer to the following architecture diagram.

Chatbots 107

Chatbots Interactive Voice Response APIs Telecommunications 107

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 92

Education Engineering APIs Enterprise 92

AWS Machine Learning

FEBRUARY 11, 2025

We use various AWS services to deploy a complete solution that you can use to interact with an API providing real-time weather information. We also use identity pool to provide temporary AWS credentials for the user while they interact with Amazon Bedrock API. In this solution, we use Amazon Bedrock Agents.

APIs 82

APIs Enterprise Accountability Management 82

AWS Machine Learning

JANUARY 4, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) via a single API, enabling to easily build and scale Gen AI applications. Conclusion In this post, we discussed how we can generate value from enterprise data using natural language to SQL generation. Nitin Eusebius is a Sr.

Best practices 139

Best practices Enterprise Engineering APIs 139

AWS Machine Learning

NOVEMBER 7, 2023

Furthermore, the cost to train new LLMs can prove prohibitive for many enterprise settings. Amazon Kendra with foundational LLM Amazon Kendra is an advanced enterprise search service enhanced by machine learning (ML) that provides out-of-the-box semantic search capabilities. The user uploads one or more documents into Amazon S3.

Enterprise 119

Enterprise APIs Engineering Accountability 119

AWS Machine Learning

APRIL 30, 2024

Amazon Q Business is a conversational assistant powered by generative artificial intelligence (AI) that enhances workforce productivity by answering questions and completing tasks based on information in your enterprise systems. Many AWS enterprise customers already have this configured for their IAM Identity Center organization instance.

Enterprise 130

Enterprise Accountability APIs Management 130

AWS Machine Learning

MARCH 3, 2025

Similar to other Mistral models, such as Mistral 7B, Mixtral 8x7B, Mixtral 8x22B, and Mistral Nemo 12B, Pixtral 12B is released under the commercially permissive Apache 2.0 , providing enterprise and startup customers with a high-performing VLM option to build complex multimodal applications. To begin using Pixtral 12B, choose Deploy.

Benchmark 89

Benchmark APIs Enterprise Construction 89

AWS Machine Learning

FEBRUARY 21, 2025

Generative AI is revolutionizing enterprise automation, enabling AI systems to understand context, make decisions, and act independently. The solution uses the FMs tool use capabilities, accessed through the Amazon Bedrock Converse API. For more details on how tool use works, refer to The complete tool use workflow.

APIs 86

APIs Healthcare Consulting Consulting 86

AWS Machine Learning

MARCH 4, 2025

Scalability The solution can handle multiple reviews simultaneously, making it suitable for organizations of all sizes, from startups to enterprises. Your data remains in the AWS Region where the API call is processed. Brijesh Pati is an Enterprise Solutions Architect at AWS, helping enterprise customers adopt cloud technologies.

Best practices 97

Best practices Enterprise Engineering Strategic Value 97

AWS Machine Learning

JANUARY 14, 2025

With the general availability of Amazon Bedrock Agents , you can rapidly develop generative AI applications to run multi-step tasks across a myriad of enterprise systems and data sources. The embedding model, which is hosted on the same EC2 instance as the local LLM API inference server, converts the text chunks into vector representations.

APIs 98

APIs Chatbots Enterprise Healthcare 98

AWS Machine Learning

MARCH 6, 2025

This blog post delves into how these innovative tools synergize to elevate the performance of your AI applications, ensuring they not only meet but exceed the exacting standards of enterprise-level deployments. By adopting this holistic evaluation approach, enterprises can fully harness the transformative power of generative AI applications.

Metrics 86

Metrics Enterprise APIs Engineering 86

AWS Machine Learning

JULY 2, 2024

With the rise of generative artificial intelligence (AI), an increasing number of organizations use digital assistants to have their end-users ask domain-specific questions, using Retrieval Augmented Generation (RAG) over their enterprise data sources. The request is sent by the web application to the API.

APIs 136

APIs Scripts Enterprise Engineering 136

AWS Machine Learning

FEBRUARY 25, 2025

To build a generative AI -based conversational application integrated with relevant data sources, an enterprise needs to invest time, money, and people. Alation is a data intelligence company serving more than 600 global enterprises, including 40% of the Fortune 100. This blog post is co-written with Gene Arnold from Alation.

Enterprise 93

Enterprise Engineering APIs Accountability 93

AWS Machine Learning

MARCH 27, 2025

However, some enterprises implement strict Regional access controls through service control policies (SCPs) or AWS Control Tower to adhere to compliance requirements, inadvertently blocking cross-Region inference functionality in Amazon Bedrock. This completes the configuration. Dhawal Patel is a Principal Machine Learning Architect at AWS.

Accountability 89

Accountability Government APIs Enterprise 89

AWS Machine Learning

NOVEMBER 15, 2024

The chatbot improved access to enterprise data and increased productivity across the organization. Amazon Q Business is a generative AI-powered assistant that can answer questions, provide summaries, generate content, and securely complete tasks based on data and information in your enterprise systems.

Chatbots 114

Chatbots Engineering Enterprise Government 114

AWS Machine Learning

NOVEMBER 14, 2024

It enables you to privately customize the FM of your choice with your data using techniques such as fine-tuning, prompt engineering, and retrieval augmented generation (RAG) and build agents that run tasks using your enterprise systems and data sources while adhering to security and privacy requirements.

APIs 110

APIs Engineering Personalization Transportation 110

AWS Machine Learning

FEBRUARY 21, 2025

Solution overview Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.

Engineering 120

Engineering APIs Analytics Enterprise 120

AWS Machine Learning

NOVEMBER 22, 2024

Cloud providers have recognized the need to offer model inference through an API call, significantly streamlining the implementation of AI within applications. Although a single API call can address simple use cases, more complex ones may necessitate the use of multiple calls and integrations with other services.

APIs 90

APIs Technology Management Enterprise 90