AWS Machine Learning

APRIL 16, 2024

Amazon Lex is a fully managed artificial intelligence (AI) service with advanced natural language models to design, build, test, and deploy conversational interfaces in applications. Managing your Amazon Lex bots using AWS CloudFormation allows you to create templates defining the bot and all the AWS resources it depends on.

Management 89

Management Construction APIs Chatbots 89

AWS Machine Learning

APRIL 22, 2024

To solve this pain point, we can use Lightweight Directory Access Protocol (LDAP) and LDAP over TLS/SSL (LDAPS) to integrate with a directory service such as AWS Directory Service for Microsoft Active Directory. With the directory service, you can centrally maintain users and groups, and their permissions.

Scripts 89

Scripts Engineering Management Benchmark 89

AWS Machine Learning

MARCH 26, 2024

Approved and rejected documents go to their respective folders within the Amazon Simple Storage Service (Amazon S3) bucket. For approved documents, you can search all the extracted fields and values using Amazon OpenSearch Service. Prerequisites To deploy this solution, you must have the following: An AWS account.

APIs 93

APIs Construction Analytics Enterprise 93

AWS Machine Learning

DECEMBER 12, 2023

By 2025, Vodafone plans to have 50% of its global workforce actively involved in software development, with an objective to deliver 60% of digital services in-house. To learn more, check out Redefining Vodafone’s customer experience with AWS and the following talk at AWS re:Invent 2022. Why AWS DeepRacer?

Telecommunications 106

Telecommunications Engineering Chatbots CRM 106

AWS Machine Learning

DECEMBER 19, 2023

Manual workflows limit ML lifecycle operations to slow down the development process, increase costs, and compromise the quality of the final product. Just like DevOps combines development and operations for software engineering, MLOps combines ML engineering and IT operations. It enables auditability, traceability, and compliance.

Analytics 107

Analytics Engineering Government Best practices 107

AWS Machine Learning

JANUARY 5, 2024

This post was written in collaboration with Bhajandeep Singh and Ajay Vishwakarma from Wipro’s AWS AI/ML Practice. AWS also helps data science and DevOps teams to collaborate and streamlines the overall model lifecycle process. Wipro is an AWS Premier Tier Services Partner and Managed Service Provider (MSP).

Management 114

Management APIs Engineering Government 114

AWS Machine Learning

FEBRUARY 13, 2024

SageMaker Feature Store now makes it effortless to share, discover, and access feature groups across AWS accounts. With this launch, account owners can grant access to select feature groups by other accounts using AWS Resource Access Manager (AWS RAM).

Accountability 108

Accountability Government Engineering Scripts 108

AWS Machine Learning

MARCH 4, 2024

Looking back to 2021, when Anthropic first started building on AWS, no one could have envisioned how transformative the Claude family of models would be. In addition, proprietary data is never exposed to the public internet, never leaves the AWS network, is securely transferred through VPC, and is encrypted in transit and at rest.

Benchmark 136

Benchmark Finance Engineering Enterprise 136

AWS Machine Learning

MARCH 12, 2024

In this post, we explore what an audience overlap analysis is, discuss the current technical approaches and their challenges, and illustrate how you can run secure audience overlap analysis using AWS Clean Rooms. With AWS Clean Rooms, you can create a data clean room in minutes and collaborate with your partners to generate unique insights.

Advertising 103

Advertising Accountability APIs Best practices 103

AWS Machine Learning

APRIL 5, 2024

It’s based on the same proven, highly scalable, deep learning technology developed by Amazon’s computer vision scientists to analyze billions of images and videos daily. It requires no machine learning (ML) expertise to use and we’re continually adding new computer vision features to the service. visit our developer guide.

APIs 108

APIs Advertising Enterprise Technology 108

AWS Machine Learning

FEBRUARY 6, 2024

By extracting key data from testing reports, the system uses Amazon SageMaker JumpStart and other AWS AI services to generate CTDs in the proper format. This solution relies on the AWS Well-Architected principles and guidelines to enable the control, security, and auditability requirements. AI delivers a major leap forward.

Government 106

Government APIs industry solution Education 106

AWS Machine Learning

APRIL 8, 2024

At AWS re:Invent 2023, we announced the general availability of Knowledge Bases for Amazon Bedrock. Intelligent search for software developers – This allows developers to look for information of a specific release. You can query using either the AWS Management Console or SDK. Virginia) and US West (Oregon).

APIs 108

APIs Construction Chatbots Accountability 108

AWS Machine Learning

NOVEMBER 27, 2023

AWS and NVIDIA have collaborated for over 13 years and have pioneered large-scale, highly performant, and cost-effective GPU-based solutions for developers and enterprise across the spectrum. All three instances will be available in 2024, and we look forward to seeing what you can do with them. times larger and 1.4

Enterprise 107

Enterprise Technology Personalization Management 107

AWS Machine Learning

MARCH 13, 2024

To develop models for such use cases, data scientists need access to various datasets like credit decision engines, customer transactions, risk appetite, and stress testing. Typically, these datasets are aggregated in a centralized Amazon Simple Storage Service (Amazon S3) location from various business applications and enterprise systems.

Accountability 92

Accountability Engineering Enterprise Big data 92

AWS Machine Learning

FEBRUARY 27, 2024

In this post, we share how Axfood, a large Swedish food retailer, improved operations and scalability of their existing artificial intelligence (AI) and machine learning (ML) operations by prototyping in close collaboration with AWS experts and using Amazon SageMaker.

Best practices 116

Best practices Engineering Scripts Analytics 116

AWS Machine Learning

JANUARY 22, 2024

Amazon Textract is a machine learning (ML) service that enables automatic extraction of text, handwriting, and data from scanned documents, surpassing traditional optical character recognition (OCR). The image is uploaded to an Amazon Simple Storage Service (Amazon S3) bucket. Test the solution Now it’s time to test the solution.

Finance 102

Finance Enterprise APIs Healthcare 102

AWS Machine Learning

JANUARY 10, 2024

The large machine learning (ML) model development lifecycle requires a scalable model release process similar to that of software development. Model developers often work together in developing ML models and require a robust MLOps platform to work in. Specialist Data Engineering at Merck, and Prabakaran Mathaiyan, Sr.

APIs 102

APIs Construction Engineering Analytics 102

AWS Machine Learning

OCTOBER 30, 2023

Amazon Bedrock is a fully managed service provided by AWS that offers developers access to foundation models (FMs) and the tools to customize them for specific applications. It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure.

APIs 128

APIs Big data Accountability Enterprise 128

AWS Machine Learning

MARCH 22, 2024

Contentful is an AWS customer and partner. The installation dialog asks you for an AWS Region where you want to use Amazon Bedrock, as well as an AWS access key ID and secret access key for authentication. About the Authors Ulrich Hinze is a Solutions Architect at AWS. Using generative AI at scale can become expensive.

Engineering 91

Engineering Consulting Consulting Enterprise 91

AWS Machine Learning

NOVEMBER 16, 2023

This is a joint blog with AWS and Philips. Since 2014, the company has been offering customers its Philips HealthSuite Platform, which orchestrates dozens of AWS services that healthcare and life sciences companies use to improve patient care.

Healthcare 92

Healthcare Government Engineering APIs 92

AWS Machine Learning

FEBRUARY 6, 2024

In this post, we show how to develop an ML-driven solution using Amazon SageMaker for detecting adverse events using the publicly available Adverse Drug Reaction Dataset on Hugging Face. We implemented the solution using the AWS Cloud Development Kit (AWS CDK). As always, AWS welcomes your feedback.

Healthcare 101

Healthcare Engineering Construction Consulting 101

AWS Machine Learning

NOVEMBER 28, 2023

In 2023, the pace of adoption of AI technologies has accelerated further with the development of powerful foundation models (FMs) and a resulting advancement in generative AI capabilities. Go ahead and get started on your journey of developing a risk assessment framework in your organization and share your thoughts in the comments.

industry standards 112

industry standards Engineering Enterprise Government 112

AWS Machine Learning

NOVEMBER 8, 2023

Medical imaging AI researchers and developers need a scalable, enterprise framework to build, deploy, and integrate their AI applications. AWS and NVIDIA have come together to make this vision a reality. AWS HealthImaging (AHI) is a HIPAA-eligible, highly scalable, performant, and cost-effective medical imagery store.

Healthcare 98

Healthcare APIs Enterprise Engineering 98

AWS Machine Learning

MARCH 12, 2024

In this post, we discuss how Leidos worked with AWS to develop an approach to privacy-preserving large language model (LLM) inference using AWS Nitro Enclaves. Transport Layer Security (TLS) – A cryptographic protocol that provides secure communication that enhances data privacy in transit between users and the LLM service.

Chatbots 93

Chatbots Healthcare Accountability Engineering 93

AWS Machine Learning

APRIL 3, 2024

Amazon OpenSearch Service now supports the cosine similarity metric for k-NN indexes. We detail the steps to use an Amazon Titan Multimodal Embeddings model to encode images and text into embeddings, ingest embeddings into an OpenSearch Service index, and query the index using the OpenSearch Service k-nearest neighbors (k-NN) functionality.

Engineering 104

Engineering Accountability Education Metrics 104

AWS Machine Learning

OCTOBER 18, 2023

This post details how Purina used Amazon Rekognition Custom Labels , AWS Step Functions , and other AWS Services to create an ML model that detects the pet breed from an uploaded image and then uses the prediction to auto-populate the pet attributes. AWS CodeBuild is a fully managed continuous integration service in the cloud.

APIs 98

APIs Metrics Consulting Consulting 98

AWS Machine Learning

NOVEMBER 8, 2023

In this era of cloud computing, developers are now harnessing open source libraries and advanced processing power available to them to build out large-scale microservices that need to be operationally efficient, performant, and resilient. Impact of unoptimized code on cloud computing and application carbon footprint AWS’s infrastructure is 3.6

Analytics 100

Analytics Enterprise Scripts Big data 100

AWS Machine Learning

MARCH 29, 2024

Amazon Lex provides advanced conversational artificial intelligence (AI) capabilities to enable self-service support for your organization’s contact center. The bots can answer FAQs, provide self-service experiences, or triage customer requests before transferring to a human agent. US East (N. Launch the stack.

Cloud contact 95

Cloud contact Chatbots Contact Center APIs 95

AWS Machine Learning

DECEMBER 13, 2023

To deliver value, they must integrate into existing production systems and infrastructure, which necessitates considering the entire ML lifecycle during design and development. It enables teams to collaborate on software development projects, track changes, and manage code repositories.

Construction 104

Construction Accountability Engineering Personalization 104

AWS Machine Learning

NOVEMBER 22, 2023

To build an enterprise solution, developer resources, cost, time and user-experience have to be balanced to achieve the desired business outcome. To follow along with this post, you should be familiar with the previous posts in this series ( Part 1 and Part 2 ) and the guidelines in Guidance for Intelligent Document Processing on AWS.

APIs 96

APIs Metrics Enterprise Benchmark 96

AWS Machine Learning

NOVEMBER 22, 2023

The IDP Well-Architected Lens is intended for all AWS customers who use AWS to run intelligent document processing (IDP) solutions and are searching for guidance on how to build secure, efficient, and reliable IDP solutions on AWS. This post focuses on the Operational Excellence pillar of the IDP solution.

Best practices 87

Best practices Metrics Feedback Enterprise 87

AWS Machine Learning

FEBRUARY 21, 2023

We’re thrilled to announce an expanded collaboration between AWS and Hugging Face to accelerate the training, fine-tuning, and deployment of large language and vision models used to create generative AI applications. AWS has a deep history of innovation in generative AI. Or they can self-manage on Amazon EC2.

Management 97

Management 97

AWS Machine Learning

FEBRUARY 13, 2024

Store data in an Amazon Simple Storage Service (Amazon S3) bucket. We used FSx for Lustre and Amazon Relational Database Service (Amazon RDS) for fast parallel data access. For SageMaker distributed training, the instances need to be in the same AWS Region and Availability Zone. days in AWS vs. 9 days on their legacy platform).

Engineering 104

Engineering Gamification Scripts Big data 104

AWS Machine Learning

DECEMBER 7, 2023

In this post, we describe the end-to-end workforce management system that begins with location-specific demand forecast, followed by courier workforce planning and shift assignment using Amazon Forecast and AWS Step Functions. AWS Step Functions automatically initiate and monitor these workflows by simplifying error handling.

Management 103

Management Engineering Analytics Construction 103

AWS Machine Learning

FEBRUARY 26, 2024

By using AWS services, our architecture provides real-time visibility into LLM behavior and enables teams to quickly identify and address any issues or anomalies. In this post, we demonstrate a few metrics for online LLM monitoring and their respective architecture for scale using AWS services such as Amazon CloudWatch and AWS Lambda.

Metrics 115

Metrics Big data Analytics Engineering 115

AWS Machine Learning

SEPTEMBER 8, 2023

This is made possible with Amazon Textract , AWS’s Intelligent Document Processing service, coupled with the fast search capabilities of OpenSearch. The IDP CDK constructs and samples are a collection of components to enable definition of IDP processes on AWS and published to GitHub. It consists of one AWS Lambda function.

Construction 106

Construction Metrics Best practices APIs 106

AWS Machine Learning

NOVEMBER 22, 2023

Building a production-ready solution in AWS involves a series of trade-offs between resources, time, customer expectation, and business outcome. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.

APIs 85

APIs Accountability Enterprise Transportation 85