AWS Machine Learning

FEBRUARY 29, 2024

Knowledge Bases for Amazon Bedrock supports multiple vector databases, including Amazon OpenSearch Serverless , Amazon Aurora , Pinecone, and Redis Enterprise Cloud. For enterprise implementations, Knowledge Bases supports AWS Key Management Service (AWS KMS) encryption, AWS CloudTrail integration, and more.

APIs 121

APIs Healthcare Scripts Enterprise 121

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 97

Scripts Construction APIs Healthcare 97

AWS Machine Learning

AUGUST 2, 2024

Traditionally, earnings call scripts have followed similar templates, making it a repeatable task to generate them from scratch each time. On the other hand, generative artificial intelligence (AI) models can learn these templates and produce coherent scripts when fed with quarterly financial data.

Engineering 113

Engineering Scripts Metrics APIs 113

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 110

APIs Scripts Accountability Entertainment 110

VirtualPBX

NOVEMBER 5, 2020

Business SMS allows any company on our Advanced and Enterprise Plans to send and receive SMS messages through the VirtualPBX Softphone on their desktop and mobile devices. Using The VirtualPBX API to Assist. You can also manage your hooks outside of the VirtualPBX web interface by taking advantage of our API.

Marketing 98

Marketing APIs voip Scripts 98

AWS Machine Learning

MAY 30, 2024

CBRE’s data environment, with 39 billion data points from over 300 sources, combined with a suite of enterprise-grade technology can deploy a range of AI solutions to enable individual productivity all the way to broadscale transformation. The following diagram illustrates the web interface and API management layer.

Real estate 114

Real estate APIs Metrics Construction 114

AWS Machine Learning

MAY 16, 2024

The main AWS services used are SageMaker, Amazon EMR , AWS CodeBuild , Amazon Simple Storage Service (Amazon S3), Amazon EventBridge , AWS Lambda , and Amazon API Gateway. Real-time recommendation inference The inference phase consists of the following steps: The client application makes an inference request to the API gateway.

Personalization 103

Personalization APIs Scripts Technical Support 103

AWS Machine Learning

MAY 3, 2023

Generative AI (GenAI) and large language models (LLMs), such as those available soon via Amazon Bedrock and Amazon Titan are transforming the way developers and enterprises are able to solve traditionally complex challenges related to natural language processing and understanding.

Enterprise 72

Enterprise Chatbots APIs Government 72

AWS Machine Learning

FEBRUARY 19, 2024

An asynchronous API and Amazon OpenSearch Service connector make it easy to integrate the model into your neural search applications. Before you can write scripts that use the Amazon Bedrock API, you need to install the appropriate version of the AWS SDK in your environment. The vectors power speedy, accurate search experiences.

Scripts 108

Scripts APIs Entertainment Engineering 108

AWS Machine Learning

FEBRUARY 19, 2024

Integrating proprietary enterprise data from internal knowledge bases enables chatbots to contextualize their responses to each user’s individual needs and interests. We currently support four vector engine types: the vector engine for Amazon OpenSearch Serverless, Amazon Aurora, Pinecone, and Redis Enterprise Cloud. Choose Next.

Chatbots 105

Chatbots APIs Engineering Enterprise 105

AWS Machine Learning

NOVEMBER 26, 2023

Generative AI is quickly transforming how enterprises do business. Gartner predicts that “by 2026, more than 80% of enterprises will have used generative AI APIs or models, or deployed generative AI-enabled applications in production environments, up from less than 5% in 2023.”

Personalization 112

Personalization Customer Experience APIs Entertainment 112

AWS Machine Learning

APRIL 29, 2024

Dataset collection We followed the methodology outlined in the PMC-Llama paper [6] to assemble our dataset, which includes PubMed papers sourced from the Semantic Scholar API and various medical texts cited within the paper, culminating in a comprehensive collection of 88 billion tokens. Create and launch ParallelCluster in the VPC.

APIs 110

APIs Healthcare Scripts Enterprise 110

TechSee

APRIL 22, 2024

Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. To ensure that new technologies are embraced and utilized to their fullest, they must be integrated smoothly into the existing agent dashboards and scripts, requiring minimal shifts from established routines.

APIs 109

APIs Scripts Best practices Technology 109

TechSee

APRIL 22, 2024

Furthermore, TechSee’s technology can be integrated anywhere through APIs or SDKs. To ensure that new technologies are embraced and utilized to their fullest, they must be integrated smoothly into the existing agent dashboards and scripts, requiring minimal shifts from established routines.

APIs 109

APIs Scripts Best practices Technology 109

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. If you want to jump straight into the JumpStart API code we go through in this post, you can refer to the following sample Jupyter notebook: Introduction to JumpStart – Text to Image.

APIs 87

APIs Scripts Enterprise Big data 87

AWS Machine Learning

JUNE 19, 2024

The Slack application sends the event to Amazon API Gateway , which is used in the event subscription. API Gateway forwards the event to an AWS Lambda function. In the following sections, we guide you through the process of setting up a Slack integration for Amazon Bedrock. The following diagram illustrates the solution architecture.

APIs 87

APIs Engineering Accountability Big data 87

Balto

NOVEMBER 2, 2023

Modern enterprise contact center solutions utilize Artificial Intelligence (AI) and Machine Learning (ML) to identify customer pain points, the causes of low scores, and why your customers aren’t satisfied with their experience with your company.

contact center solutions 52

contact center solutions Enterprise Contact Center Agent burnout 52

AWS Machine Learning

MAY 5, 2023

Therefore, users without ML expertise can enjoy the benefits of a custom labels model through an API call, because a significant amount of overhead is reduced. The second aspect is supported by Amazon Kendra, an intelligent enterprise search service powered by ML that allows you to search across different content repositories.

Engineering 104

Engineering APIs Scripts Enterprise 104

AWS Machine Learning

AUGUST 22, 2024

Snowflake Arctic is a family of enterprise-grade large language models (LLMs) built by Snowflake to cater to the needs of enterprise users, exhibiting exceptional capabilities (as shown in the following benchmarks ) in SQL querying, coding, and accurately following instructions. To learn more, refer to API documentation.

Enterprise 107

Enterprise APIs Benchmark Scripts 107

AWS Machine Learning

JUNE 12, 2024

Amazon Q can help you get fast, relevant answers to pressing questions, solve problems, generate content, and take actions using the data and expertise found in your company’s information repositories and enterprise systems. Amazon Q uses the chat_sync API to carry out the conversation. You can also find the script on the GitHub repo.

APIs 117

APIs Enterprise Accountability Feedback 117

AWS Machine Learning

JANUARY 5, 2024

Its AI/ML solutions drive enhanced operational efficiency, productivity, and customer experience for many of their enterprise clients. Model training: Using the SageMaker SDK, this step runs training code with the respective model image and trains datasets from pre-processing scripts while generating the trained model artifacts.

Management 119

Management APIs Engineering Government 119

AWS Machine Learning

MAY 23, 2024

The SMP library uses NVIDIA Megatron to implement expert parallelism and support training MoE models, and runs on top of PyTorch Fully Sharded Data Parallel (FSDP) APIs. With SageMaker training jobs, you can launch and manage clusters of high-performance instances with simple API calls. In this example, we use SageMaker training jobs.

APIs 116

APIs Engineering Scripts Construction 116

AWS Machine Learning

JANUARY 12, 2023

Enterprises that operate globally are experiencing challenges sourcing customer support professionals with multi-lingual experience. This process can be cost-prohibitive and difficult to scale, leading many enterprises to only support English for chats. Take note of the API key and the API endpoint created during the deployment.

Customer Support 79

Customer Support APIs Scripts Enterprise 79

AWS Machine Learning

FEBRUARY 15, 2023

You can fine-tune and deploy JumpStart models using the UI in Amazon SageMaker Studio or using the SageMaker Python SDK extension for JumpStart APIs. This post focuses on how we can implement MLOps with JumpStart models using JumpStart APIs, Amazon SageMaker Pipelines , and Amazon SageMaker Projects. sm_client = boto3.client("sagemaker")

Scripts 93

Scripts APIs Engineering Enterprise 93

AWS Machine Learning

SEPTEMBER 14, 2023

Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. Finally, the response is sent back to the user via a HTTPs request through the Amazon API Gateway REST API integration response. The web application front-end is hosted on AWS Amplify.

APIs 103

APIs Healthcare Scripts Engineering 103

AWS Machine Learning

AUGUST 14, 2023

Enterprise search is a critical component of organizational efficiency through document digitization and knowledge management. Enterprise search covers storing documents such as digital files, indexing the documents for search, and providing relevant results based on user queries. script to preprocess and index the provided demo data.

Enterprise 69

Enterprise Scripts Best practices Analytics 69

AWS Machine Learning

NOVEMBER 7, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. The following sections provide a step-by-step demo to perform inference, both via the Studio UI and via JumpStart APIs. JumpStart overview. Text generation, GPT-2, and Bloom.

APIs 82

APIs Scripts Enterprise Big data 82

AWS Machine Learning

JULY 25, 2024

Amazon Q Business is a fully managed, generative artificial intelligence (AI)-powered assistant that helps enterprises unlock the value of their data and knowledge. Any additional mappings need to be set in the user store using the user store APIs. You can use the following PowerShell script to create a self-signed certificate.

Scripts 91

Scripts APIs Engineering Enterprise 91

AWS Machine Learning

MAY 31, 2023

Enterprise customers in tightly controlled industries such as healthcare and finance set up security guardrails to ensure their data is encrypted and traffic doesn’t traverse the internet. Additionally, each API call can have its own configurations. Then it copies the file into the default location for Studio notebooks.

APIs 84

APIs Scripts Accountability Enterprise 84

AWS Machine Learning

MARCH 23, 2023

Applications and services can call the deployed endpoint directly or through a deployed serverless Amazon API Gateway architecture. To learn more about real-time endpoint architectural best practices, refer to Creating a machine learning-powered REST API with Amazon API Gateway mapping templates and Amazon SageMaker.

Scripts 103

Scripts APIs Government Analytics 103

AWS Machine Learning

JUNE 23, 2023

FastAPI is a modern, high-performance web framework for building APIs with Python. Its ease and built-in functionalities like the automatic API documentation make it a popular choice amongst ML engineers to deploy high-performance inference APIs. To build this image locally, we need Docker. We discuss how to create the.tar.gz

APIs 88

APIs Scripts Engineering Accountability 88

AWS Machine Learning

MARCH 14, 2024

When applying these approaches, we discuss key considerations around potential hallucination, integration with enterprise data, output quality, and cost. You can build RAG-powered applications on your enterprise data using Amazon Kendra. Agents FMs can understand and respond to queries based on their pre-trained knowledge.

Best practices 114

Best practices Engineering Chatbots Enterprise 114

AWS Machine Learning

JANUARY 9, 2025

As organizations navigate the complexities of the digital realm, generative AI has emerged as a transformative force, empowering enterprises to enhance productivity, streamline workflows, and drive innovation. Create a custom plugin that invokes an OpenAPI schema of the Amazon API Gateway This API sends emails to the users.

APIs 91

APIs Best practices Accountability Enterprise 91

AWS Machine Learning

AUGUST 26, 2022

We explore two ways of obtaining the same result: via JumpStart’s graphical interface on Amazon SageMaker Studio , and programmatically through JumpStart APIs. The following sections provide a step-by-step demo to perform semantic segmentation with JumpStart, both via the Studio UI and via JumpStart APIs. Semantic segmentation.

APIs 77

APIs Scripts Enterprise Big data 77

AWS Machine Learning

AUGUST 29, 2023

Solution overview The following figure illustrates the proposed target MLOps architecture for enterprise batch inference for organizations who use GitLab CI/CD and Terraform infrastructure as code (IaC) in conjunction with AWS tools and services. The data scientist can review and approve the new version of the model independently.

Scripts 72

Scripts APIs Enterprise Accountability 72

AWS Machine Learning

JULY 24, 2023

If the model changes on the server side, the client has to know and change its API call to the new endpoint accordingly. Clone the Github repository The GitHub repo provides all the scripts necessary to deploy models using FastAPI on NeuronCores on AWS Inferentia instances. code as the entry point. compiled-model-bs-{batch_size}.pt')

Scripts 72

Scripts APIs Best practices Engineering 72

AWS Machine Learning

NOVEMBER 1, 2024

Druva enables cyber, data, and operational resilience for thousands of enterprises, and is trusted by 60 of the Fortune 500. Dru on the backend decodes log data, deciphers error codes, and invokes API calls to troubleshoot. This approach allowed us to break the problem down into multiple steps: Identify the API route.

APIs 94

APIs Scripts Engineering Government 94