AWS Machine Learning

NOVEMBER 22, 2023

Operational excellence in IDP means applying the principles of robust software development and maintaining a high-quality customer experience to the field of document processing, while consistently meeting or surpassing service level agreements (SLAs). Set up regular game days to test workload and team responses to simulated events.

Best practices 84

Best practices Metrics Feedback Enterprise 84

AWS Machine Learning

NOVEMBER 16, 2022

Today, many AWS customers are building enterprise-ready machine learning (ML) platforms on Amazon Elastic Kubernetes Service (Amazon EKS) using Kubeflow on AWS (an AWS-specific distribution of Kubeflow) across many use cases, including computer vision, natural language understanding, speech translation, and financial modeling.

Metrics 67

Metrics Scripts Enterprise APIs 67

AWS Machine Learning

APRIL 18, 2024

Tools like Terraform and AWS CloudFormation are pivotal for such transitions, offering infrastructure as code (IaC) capabilities that define and manage complex cloud environments with precision. This solution not only accelerates the migration process but also provides a standardized and secure cloud infrastructure.

Scripts 97

Scripts Best practices Engineering Accountability 97

ConvergeOne

JULY 5, 2022

This document provides organizations with an overview of the planned initiatives, guiding principles and the types of services and capabilities that will be enabled with a target timeline. It has been ubiquitous for mobile carriers for years and is common with major Broadband and other service providers. Architecture Roadmap.

Government 85

Government Management Marketing Technology 85

AWS Machine Learning

MARCH 15, 2024

In this post, we share an FL approach using FedML , Amazon Elastic Kubernetes Service (Amazon EKS), and Amazon SageMaker to improve patient outcomes while addressing data privacy and security concerns. Unlike traditional ML training, FL training occurs within an isolated client location using an independent secure session.

Healthcare 106

Healthcare Big data Engineering Accountability 106

AWS Machine Learning

FEBRUARY 29, 2024

They offer a wide range of services, including public and regional transport, freight services, and rail infrastructure. Through the integrated operation of traffic and railway infrastructure, as well as the economically and ecologically intelligent connection of all modes of transport, Deutsche Bahn moves people and goods.

APIs 98

APIs Construction Transportation Analytics 98

AWS Machine Learning

APRIL 23, 2024

Here are some features which we will cover: AWS CloudFormation support Private network policies for Amazon OpenSearch Serverless Multiple S3 buckets as data sources Service Quotas support Hybrid search, metadata filters, custom prompts for the RetreiveAndGenerate API, and maximum number of retrievals.

APIs 100

APIs Enterprise Scripts Accountability 100

AWS Machine Learning

NOVEMBER 22, 2023

Scale and adjust service capacity – Monitor IDP workflow demand and usage, and automatically adjust AWS service capacity, to maintain the optimal level to satisfy demand without over- or under-provisioning. Automate changes – Use automation when applying changes to your IDP workflow infrastructure.

Best practices 81

Best practices APIs Accountability Enterprise 81

AWS Machine Learning

NOVEMBER 24, 2023

Today, the BMW Group is the world’s leading manufacturer of premium automobiles and motorcycles, and provider of premium financial and mobility services. Therefore, BMW established a centralized ML/deep learning infrastructure on premises several years ago and continuously upgraded it.

Engineering 72

Engineering Analytics Government Self service 72

AWS Machine Learning

OCTOBER 2, 2023

However, using purpose-built services like Amazon SageMaker and AWS IoT Greengrass allows you to significantly reduce this effort. At this stage, we aren’t looking at technologies or specific services yet, but rather the high-level components of our pipeline. Now it’s time to draft an architecture for our MLOps pipeline.

Engineering 91

Engineering APIs Management Accountability 91

AWS Machine Learning

SEPTEMBER 11, 2023

SageMaker Canvas expands access to machine learning by providing business analysts with a visual interface that allows them to generate accurate ML predictions on their own—without requiring any ML experience or having to write a single line of code. Create a gateway endpoint for Amazon Simple Storage Service (Amazon S3).

Scripts 95

Scripts APIs Management Engineering 95

AWS Machine Learning

NOVEMBER 22, 2023

The Sustainability pillar focuses on designing and implementing the solution to minimize the environmental impact of your workload and minimize waste by adhering to the following design principles: understand your impact, maximize resource utilization and use managed services, and anticipate change and prepare for improvements.

Automotive 88

Automotive Best practices Management Technology 88

AWS Machine Learning

OCTOBER 10, 2023

These open-source packages are deployed in the cloud by running in virtual machines, without using the cloud-native services available on AWS. By using infrastructure as code (IaC) tools on AWS, you can deploy FL architectures with ease. The sample code to build this architecture is available on GitHub.

Healthcare 93

Healthcare Telecommunications Analytics Wireless 93

AWS Machine Learning

MARCH 27, 2024

This is achieved through practices like infrastructure as code (IaC) for deployments, automated testing, application observability, and complete application lifecycle ownership. Lead time for changes and change failure rate KPIs aggregate data from code commits, log files, and automated test results.

Enterprise 88

Enterprise APIs Metrics Engineering 88

AWS Machine Learning

OCTOBER 17, 2023

Amazon Pharmacy is a full-service pharmacy on Amazon.com that offers transparent pricing, clinical and customer support, and free delivery right to your door. Here, the agent was asking about a claim rejection code. The Q&A chatbot (Agent AI Assistant) answers the question with a clear description of the rejection code.

Chatbots 107

Chatbots Engineering Customer Care Feedback 107

Cisco - Contact Center

FEBRUARY 16, 2023

It’s easy to forget that Cisco ACI , the world’s leading software-defined networking (SDN) solution, was introduced all the way back in 2013. Abstracting underlying hardware from overarching con… Read more on Cisco Blogs

Banking 98

Banking Education Management 98

AWS Machine Learning

AUGUST 29, 2023

In this post, we describe how to create an MLOps workflow for batch inference that automates job scheduling, model monitoring, retraining, and registration, as well as error handling and notification by using Amazon SageMaker , Amazon EventBridge , AWS Lambda , Amazon Simple Notification Service (Amazon SNS), HashiCorp Terraform, and GitLab CI/CD.

Scripts 73

Scripts APIs Enterprise Accountability 73

AWS Machine Learning

JUNE 26, 2023

With the power of the AWS CDK, ML administrators can streamline workflows, reduce manual efforts, and ensure consistency in managing permissions for their ML infrastructure. Furthermore, you can customize permissions by attaching your own customer managed policies.

Management 71

Management Construction Automotive Engineering 71

AWS Machine Learning

MAY 12, 2023

Amazon Kendra is an intelligent search service powered by machine learning (ML). Amazon Kendra can index data from Amazon Simple Storage Service (Amazon S3) or from a third-party document repository. The template also creates one role for the Amazon Kendra data source service. The following diagram illustrates this workflow.

Best practices 69

Best practices Enterprise Accountability Time management 69

AWS Machine Learning

JANUARY 11, 2023

Financial service providers often need to identify relevant news, analyze it, extract insights, and take actions in real time, like trading specific instruments (such as commodities, shares, funds) based on additional information or context of the news item. Solution overview. Resources can be both hardware and needed software.

Scripts 66

Scripts Finance Engineering Enterprise 66

AWS Machine Learning

MARCH 1, 2023

LTV is the measurement adopted by not only gaming companies but also any kind of service with long-term customer engagement. Statistical methods and machine learning (ML) methods are actively developed and adopted to maximize the LTV. We chose one of the most popular games of Kakao Games, ODIN , as the target game for the project.

Engineering 87

Engineering Construction Analytics Accountability 87

AWS Machine Learning

DECEMBER 1, 2022

If you require additional customization, SageMaker Role Manager allows you to specify networking and encryption permissions for Amazon Virtual Private Cloud (Amazon VPC) resources and AWS Key Management Service (AWS KMS) encryption keys, and attach your custom policies. Solution overview. Prerequisites.

Management 73

Management Government Enterprise APIs 73

AWS Machine Learning

SEPTEMBER 28, 2022

To make this a reality, the value of ML is being realized across the enterprise through no-code ML platforms. These platforms enable different personas, for example business analysts, to use ML without writing a single line of code and deliver solutions to business problems in a quick, simple, and intuitive manner. Solution overview.

Management 77

Management Government Enterprise Accountability 77