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 78

Government Banking Analytics Accountability 78

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 125

Best practices Government Engineering Accountability 125

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 93

APIs Accountability Metrics Engineering 93

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 101

APIs Engineering Accountability Construction 101

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 91

Healthcare Government Engineering APIs 91

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 71

APIs Accountability Metrics Government 71

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 71

APIs Accountability Scripts Enterprise 71

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 72

APIs Government Metrics Engineering 72

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 78

APIs Accountability Government Healthcare 78

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 52

Customer centricity Contact Center Technology Telemarketing 52

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 108

APIs Engineering Accountability Gamification 108

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 96

Enterprise APIs Accountability Government 96

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 97

Scripts APIs Government Analytics 97

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 105

Engineering Accountability Construction APIs 105

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 73

Construction APIs Government Enterprise 73

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 97

APIs Best practices Metrics Government 97

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 71

Engineering Accountability APIs Government 71

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 74

Scripts Engineering APIs Big data 74

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 72

Scripts Analytics Accountability Engineering 72

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 93

Government Accountability Enterprise Engineering 93

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 74

Scripts Best practices Transportation Construction 74

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 130

SaaS APIs Government Accountability 130

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

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 79

Government Metrics APIs Engineering 79

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 98

APIs Government Enterprise Engineering 98

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 86

Best practices Metrics Feedback Enterprise 86

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 89

APIs Engineering Government Telecommunications 89

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

APRIL 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon with a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Scripts 98

Scripts Best practices Engineering Accountability 98

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 71

APIs Government Accountability Scripts 71

AWS Machine Learning

SEPTEMBER 14, 2023

Governance and policy enforcement – Setting up document categorization rules helps to ensure that documents are classified correctly according to an organization’s policies and governance standards. We will introduce a custom classifier training pipeline that can be deployed in your AWS account with few clicks.

APIs 97

APIs Government Accountability Engineering 97

AWS Machine Learning

SEPTEMBER 14, 2023

Unstructured data accounts for 80% of all the data found within organizations, consisting of repositories of manuals, PDFs, FAQs, emails, and other documents that grows daily. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. 2xlarge 676.8

APIs 96

APIs Healthcare Scripts Engineering 96

AWS Machine Learning

SEPTEMBER 27, 2022

Amazon Textract now has higher service quotas for several asynchronous and synchronous APIs in multiple major AWS Regions. The following table summarizes the before and after default quota numbers for each of these Regions for the respective synchronous and asynchronous APIs. Increased default service quotas for Amazon Textract.

Self service 72

Self service APIs Management Accountability 72

AWS Machine Learning

MARCH 7, 2023

The solution consists of the following steps: Configure the Yammer app API connector on Azure and get the connection details. An AWS account with privileges to create AWS Identity and Access Management (IAM) roles and policies. Log in to the Azure portal using your global admin user account and choose Next. Choose Add.

APIs 70

APIs Enterprise Accountability Government 70

AWS Machine Learning

JULY 18, 2022

In a previous post , we described a typical identity verification workflow and showed you how to build an identity verification solution using various Amazon Rekognition APIs. Applications invoke Amazon API Gateway to route requests to the correct AWS Lambda function depending on the user flow. Amazon S3 stores all the face images.

APIs 73

APIs Real estate Accountability Enterprise 73

AWS Machine Learning

SEPTEMBER 18, 2023

Trained models can be stored, versioned, and tracked in Amazon SageMaker Model Registry for governance and management. It has APIs for common ML data preprocessing operations like parallel transformations, shuffling, grouping, and aggregations. The full code can be found on the aws-samples-for-ray GitHub repository.

Scripts 102

Scripts APIs Government Construction 102