AWS Machine Learning

JANUARY 5, 2024

MLOps – Model monitoring and ongoing governance wasn’t tightly integrated and automated with the ML models. Reusability – Without reusable MLOps frameworks, each model must be developed and governed separately, which adds to the overall effort and delays model operationalization.

Management 121

Management APIs Engineering Government 121

AWS Machine Learning

JULY 29, 2022

Create accountability on data providers from individual LoBs to share curated data assets that are discoverable, understandable, interoperable, and trustworthy. In this first post, we show the procedures of setting up a data mesh architecture with multiple AWS data producer and consumer accounts.

Government 84

Government Banking Analytics Accountability 84

AWS Machine Learning

NOVEMBER 17, 2022

Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC. Extendibility – It can deploy to new Regions and accounts. SageMaker Model Monitor APIs offer data and model quality monitoring. ELC is a process optimization use case and is deployed to optimize workload accounts.

APIs 96

APIs Accountability Metrics Engineering 96

AWS Machine Learning

JANUARY 26, 2024

Consider your security posture, governance, and operational excellence when assessing overall readiness to develop generative AI with LLMs and your organizational resiliency to any potential impacts. You should begin by extending your existing security, assurance, compliance, and development programs to account for generative AI.

Best practices 131

Best practices Government Engineering Accountability 131

AWS Machine Learning

NOVEMBER 16, 2023

With SageMaker MLOps tools, teams can easily train, test, troubleshoot, deploy, and govern ML models at scale to boost productivity of data scientists and ML engineers while maintaining model performance in production. Regulations in the healthcare industry call for especially rigorous data governance.

Healthcare 98

Healthcare Government Engineering APIs 98

AWS Machine Learning

OCTOBER 10, 2022

From the combined industry experience, the solution team believes that many of the modus operandi in a mobile environment is driven by fraudsters having tools and methods to create fake accounts at scale and bypass a platform’s security checks on the device, thereby enabling them to exploit the platform for large returns.

APIs 76

APIs Accountability Metrics Government 76

AWS Machine Learning

APRIL 11, 2023

These customers need to balance governance, security, and compliance against the need for machine learning (ML) teams to quickly access their data science environments in a secure manner. One important aspect of this foundation is to organize their AWS environment following a multi-account strategy.

APIs 76

APIs Accountability Scripts Enterprise 76

AWS Machine Learning

JUNE 12, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading artificial intelligence (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. Prerequisites For this walkthrough, you need the following: An AWS account.

APIs 114

APIs Accountability Benchmark Government 114

AWS Machine Learning

APRIL 17, 2023

To update the event label call the update_event_label API: import boto3 def update_event_label(event, context): fraudDetector = boto3.client('frauddetector') To update the event label call the update_event_label API: import boto3 def update_event_label(event, context): fraudDetector = boto3.client('frauddetector')

APIs 78

APIs Government Metrics Engineering 78

AWS Machine Learning

APRIL 11, 2023

These customers verify user identity by matching the user’s face in a selfie captured by a device camera with a government-issued identity card photo or preestablished profile photo. This can deter a bad actor using social media pictures of another person to open fraudulent bank accounts.

APIs 84

APIs Accountability Government Healthcare 84

AWS Machine Learning

APRIL 8, 2024

It provides tools that offer data connectors to ingest your existing data with various sources and formats (PDFs, docs, APIs, SQL, and more). As we demonstrate in this post, LlamaIndex APIs make data access effortless and enables you to create powerful custom LLM applications and workflows. Choose Deploy again to create the endpoint.

APIs 109

APIs Engineering Accountability Construction 109

NobelBiz

APRIL 23, 2024

Account Setup and Verification : Upon receiving a debt, the agency sets up an account for the debtor and verifies all the details. Call centers are equipped with tools that allow agents to quickly access a debtor’s full account information, ensuring that every interaction is informed and constructive. In the U.S.,

Customer centricity 94

Customer centricity Contact Center Technology Telemarketing 94

AWS Machine Learning

DECEMBER 1, 2023

As a platform administrator, you can use the updated user interface (UI) and APIs to onboard users faster, with the right security settings and infrastructure. Prerequisites to update domains To use these new features, the ML admins must have access to: An AWS account. A SageMaker domain in your selected AWS account.

Enterprise 105

Enterprise APIs Accountability Government 105

AWS Machine Learning

JANUARY 9, 2024

Prerequisites To implement this solution, you should have the following: An AWS account with an AWS Identity and Access Management (IAM) role with permissions to manage resources created as part of the solution. A Hugging Face account. Sign up with your email if you don’t already have account.

APIs 116

APIs Engineering Accountability Gamification 116

AWS Machine Learning

JULY 31, 2024

The new ApplyGuardrail API enables you to assess any text using your preconfigured guardrails in Amazon Bedrock, without invoking the FMs. In this post, we demonstrate how to use the ApplyGuardrail API with long-context inputs and streaming outputs. For example, you can now use the API with models hosted on Amazon SageMaker.

APIs 110

APIs Banking Best practices Engineering 110

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 105

Scripts APIs Government Analytics 105

AWS Machine Learning

SEPTEMBER 1, 2023

Each business unit has each own set of development (automated model training and building), preproduction (automatic testing), and production (model deployment and serving) accounts to productionize ML use cases, which retrieve data from a centralized or decentralized data lake or data mesh, respectively.

Engineering 113

Engineering Accountability Construction APIs 113

AWS Machine Learning

JULY 8, 2024

AWS CloudTrail – Monitors and records account activity across AWS infrastructure. Boto3 SDK – The AWS SDK for Python (Boto3) provides a Python API for AWS infrastructure services. She is passionate about management and governance in the cloud and helping customers set up a landing zone that is aimed at long-term success.

Engineering 100

Engineering Enterprise APIs Government 100

AWS Machine Learning

NOVEMBER 2, 2022

Intelligent document processing (IDP) has seen widespread adoption across enterprise and government organizations. TextractAsync is an IDP CDK construct that abstracts the invocation of the Amazon Textract Async API, handling Amazon Simple Notification Service (Amazon SNS) messages and workflow processing. billion in 2022. Conclusion.

Construction 78

Construction APIs Government Enterprise 78

AWS Machine Learning

OCTOBER 27, 2022

With environmental, social, and governance (ESG) initiatives becoming more important for companies, our customer, one of Greater China region’s top convenience store chains, has been seeking a solution to reduce food waste (currently over $3.5 We use the AutoPredictor API, which is also accessible through the Forecast console.

APIs 98

APIs Best practices Metrics Government 98

AWS Machine Learning

FEBRUARY 22, 2023

These tools integrate via API into Boomi’s core service offering. Infrastructure as code (IaC) solutions like AWS CloudFormation reduce digital waste and standardize resource deployments in an AWS account. Boomi has an active relationship with their AWS account team.

Engineering 76

Engineering Accountability APIs Government 76

AWS Machine Learning

DECEMBER 21, 2022

The offline store data is stored in an Amazon Simple Storage Service (Amazon S3) bucket in your AWS account. Over the years, many table formats have emerged to support ACID transaction, governance, and catalog use cases. put_record API to ingest individual records or to handle streaming sources. Conclusion.

Scripts 79

Scripts Engineering APIs Big data 79

AWS Machine Learning

JULY 29, 2022

In part 1 , we addressed the data steward persona and showcased a data mesh setup with multiple AWS data producer and consumer accounts. The central data governance block 2 (center) acts as a centralized data catalog with metadata of various registered data products. Data exploration. xlarge", instance_count=1, framework_version="0.90-2",

Scripts 77

Scripts Analytics Accountability Engineering 77

AWS Machine Learning

AUGUST 31, 2023

The framework that gives systematic visibility into ML model development, validation, and usage is called ML governance. During AWS re:Invent 2022, AWS introduced new ML governance tools for Amazon SageMaker which simplifies access control and enhances transparency over your ML projects.

Government 101

Government Accountability Enterprise Engineering 101

Fonolo

NOVEMBER 1, 2018

However, the downside of messaging is that consumers must have the relevant app installed, and an associated account set up. However, sectors that deal with sensitive customer information (such as government, healthcare, or finance) are wary of making Facebook, Apple or Google a messaging pathway for their users. Twitter: @tpgoebel.

Customer Service 69

Customer Service B2C Finance Engineering 69

AWS Machine Learning

FEBRUARY 13, 2023

Prerequisites In order to provision ML environments with the AWS CDK, complete the following prerequisites: Have access to an AWS account and permissions within the Region to deploy the necessary resources for different personas. Make sure you have the credentials and permissions to deploy the AWS CDK stack into your account.

Scripts 80

Scripts Best practices Transportation Construction 80

AWS Machine Learning

AUGUST 9, 2024

This post provides an overview of a custom solution developed by the AWS Generative AI Innovation Center (GenAIIC) for Deltek , a globally recognized standard for project-based businesses in both government contracting and professional services. Deltek serves over 30,000 clients with industry-specific software and information solutions.

Government 112

Government Healthcare Construction Engineering 112

AWS Machine Learning

FEBRUARY 9, 2024

IT teams are responsible for helping the LOB innovate with speed and agility while providing centralized governance and observability. A software as a service (SaaS) layer for foundation models can provide a simple and consistent interface for end-users, while maintaining centralized governance of access and consumption.

SaaS 136

SaaS APIs Government Accountability 136

AWS Machine Learning

DECEMBER 1, 2022

Overview of model governance. Model governance is a framework that gives systematic visibility into model development, validation, and usage. Model governance is applicable across the end-to-end ML workflow, starting from identifying the ML use case to ongoing monitoring of a deployed model through alerts, reports, and dashboards.

Government 85

Government Metrics APIs Engineering 85

AWS Machine Learning

AUGUST 31, 2023

The framework that gives systematic visibility into ML model development, validation, and usage is called ML governance. During AWS re:Invent 2022, AWS introduced new ML governance tools for Amazon SageMaker which simplifies access control and enhances transparency over your ML projects.

Government 52

Government Accountability Enterprise Engineering 52

AWS Machine Learning

SEPTEMBER 28, 2023

Regulated and compliance-oriented industries, such as financial services, healthcare and life sciences, and government institutes, face unique challenges in ensuring the secure and responsible consumption of these models. In addition, API Registries enabled centralized governance, control, and discoverability of APIs.

APIs 106

APIs Government Enterprise Engineering 106

AWS Machine Learning

NOVEMBER 22, 2023

Set up automated rollbacks to mitigate deployment risks, and integrate change tracking and governance for thorough validation before production deployment. If you require additional expert guidance, contact your AWS account team to engage an IDP Specialist Solutions Architect.

Best practices 93

Best practices Metrics Feedback Enterprise 93

Eckoh

FEBRUARY 18, 2020

Customers will expect transactions to be completed and verified instantly via every channel, with no delay in seeing the results reflected in account balances. To make this work, merchants will need to expose their products and services through other apps via APIs. Instant completions It’s not simply about offering choice though.

Contact Center 52

Contact Center Banking Finance APIs 52

AWS Machine Learning

NOVEMBER 1, 2023

In the legal system, discovery is the legal process governing the right to obtain and the obligation to produce non-privileged matter relevant to any party’s claims or defenses in litigation. This two pass solution was made possible by using the ContainsPiiEntities and DetectPiiEntities APIs.

APIs 97

APIs Engineering Government Telecommunications 97

AWS Machine Learning

JULY 2, 2024

With this access control capability, you can safely use retrieval across different user groups or scenarios while complying with company specific data governance policies and regulations. The following GitHub repository provides a guided notebook that you can follow to deploy this example in your own account.

Healthcare 113

Healthcare APIs Government Accountability 113

AWS Machine Learning

MAY 8, 2023

It offers many native capabilities to help manage ML workflows aspects, such as experiment tracking, and model governance via the model registry. This can be a challenge for enterprises in regulated industries that need to keep strong model governance for audit purposes. Now let’s dive deeper into the details.

APIs 77

APIs Government Accountability Scripts 77

AWS Machine Learning

MAY 31, 2024

Amazon Bedrock is a fully managed service that makes foundational models (FMs) from leading artificial intelligence (AI) companies and Amazon available through an API, so you can choose from a wide range of FMs to find the model that’s best suited for your use case. Model providers can’t access customer data in the deployment account.

Best practices 117

Best practices APIs Accountability Personalization 117