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 144

SaaS APIs Government Accountability 144

AWS Machine Learning

NOVEMBER 7, 2024

We also dive deeper into access patterns, governance, responsible AI, observability, and common solution designs like Retrieval Augmented Generation. It also uses a number of other AWS services such as Amazon API Gateway , AWS Lambda , and Amazon SageMaker. API Gateway is serverless and hence automatically scales with traffic.

Enterprise 113

Enterprise APIs Government Accountability 113

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 101

Government Metrics APIs Engineering 101

AWS Machine Learning

OCTOBER 2, 2024

However, scaling up generative AI and making adoption easier for different lines of businesses (LOBs) comes with challenges around making sure data privacy and security, legal, compliance, and operational complexities are governed on an organizational level. In this post, we discuss how to address these challenges holistically.

Government 128

Government APIs Enterprise Best practices 128

AWS Machine Learning

OCTOBER 5, 2022

So much exposure naturally brings added risks like account takeover (ATO). Each year, bad actors compromise billions of accounts through stolen credentials, phishing, social engineering, and multiple forms of ATO. To put it into perspective: account takeover fraud increased by 90% to an estimated $11.4 Overview of solution.

Accountability 98

Accountability APIs Metrics Engineering 98

AWS Machine Learning

NOVEMBER 15, 2024

For now, we consider eight key dimensions of responsible AI: Fairness, explainability, privacy and security, safety, controllability, veracity and robustness, governance, and transparency. When using the RetrieveAndGenerate API, the output includes the generated response, the source attribution, and the retrieved text chunks.

APIs 111

APIs Government Best practices Metrics 111

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 119

APIs Government Enterprise Engineering 119

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 120

APIs Government Engineering Telecommunications 120

AWS Machine Learning

NOVEMBER 16, 2022

When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices.

Accountability 98

Accountability Best practices Scripts Engineering 98

AWS Machine Learning

MARCH 1, 2024

Use hybrid search and semantic search options via SDK When you call the Retrieve API, Knowledge Bases for Amazon Bedrock selects the right search strategy for you to give you most relevant results. You have the option to override it to use either hybrid or semantic search in the API.

APIs 138

APIs Finance Chatbots Enterprise 138

AWS Machine Learning

DECEMBER 18, 2024

Use natural language in your Amazon Q web experience chat to perform read and write actions in ServiceNow such as querying and creating incidents and KB articles in a secure and governed fashion. AWS Have an AWS account with administrative access. For more information, see Setting up for Amazon Q Business. Choose Next.

APIs 95

APIs Enterprise Accountability Government 95

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 97

APIs Government Accountability Scripts 97

AWS Machine Learning

JANUARY 29, 2025

Large organizations often have many business units with multiple lines of business (LOBs), with a central governing entity, and typically use AWS Organizations with an Amazon Web Services (AWS) multi-account strategy. LOBs have autonomy over their AI workflows, models, and data within their respective AWS accounts.

Enterprise 96

Enterprise Government Accountability Finance 96

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 101

Government Banking Analytics Accountability 101

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 132

Healthcare APIs Government Accountability 132

AWS Machine Learning

MARCH 4, 2024

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

Feedback 136

Feedback APIs Engineering Surveys 136

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 129

Scripts Best practices Engineering Accountability 129

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 133

Management APIs Engineering Government 133

AWS Machine Learning

OCTOBER 3, 2024

The proposed baseline architecture can be logically divided into four building blocks which that are sequentially deployed into the provided AWS accounts, as illustrated in the following diagram below. Developers can use the AWS Cloud Development Kit (AWS CDK) to customize the solution to align with the company’s specific account setup.

APIs 94

APIs Construction Engineering Accountability 94

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 99

Self service APIs Management Accountability 99

Infinity

MARCH 3, 2022

So, in autumn 2021, when Facebook partnered up with Amazon and launched the Conversion API Gateway, it was a very exciting day for Facebook advertisers. When talking Facebook and data, you’re likely to come across two key models – the Conversion API Gateway and the Facebook Pixel, but what’s the difference?

APIs 52

APIs Marketing Advertising Government 52

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 Best practices 52

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 121

APIs Government Accountability Engineering 121

AWS Machine Learning

JULY 30, 2024

The response from API calls are displayed to the end-user. When the IAM Identity Center instance is in the same account where you are deploying the Mediasearch Q Business solution, the finder stack allows you to automatically create the IAM Identity Center customer managed application as part of the stack deployment.

APIs 114

APIs Accountability Management Entertainment 114

AWS Machine Learning

JANUARY 28, 2025

Using SageMaker with MLflow to track experiments The fully managed MLflow capability on SageMaker is built around three core components: MLflow tracking server This component can be quickly set up through the Amazon SageMaker Studio interface or using the API for more granular configurations.

Management 113

Management APIs Engineering Metrics 113

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 99

APIs Real estate Accountability Enterprise 99

AWS Machine Learning

JUNE 24, 2022

We split the environment into multiple AWS accounts: Data lake – Stores all the ingested data from on premises (or other systems) to the cloud. The data is cataloged via the AWS Glue Data Catalog and shared with other users and accounts via AWS Lake Formation (the data governance layer).

Enterprise 121

Enterprise Engineering Accountability APIs 121

AWS Machine Learning

DECEMBER 11, 2024

Weve seen our sales teams use this capability to do things like consolidate meeting notes from multiple team members, analyze business reports, and develop account strategies. Earlier this year, we published the first in a series of posts about how AWS is transforming our seller and customer journeys using generative AI.

Sales 108

Sales Accountability APIs CRM 108

AWS Machine Learning

SEPTEMBER 29, 2022

Without proper cost management and governance, your ML spend may lead to surprises in your monthly AWS bill. One thing to note: if you use AWS Organizations and have linked AWS accounts, tags can only be activated in the primary payer account. To tag existing domains and users, use the add-tags API.

Enterprise 97

Enterprise APIs Government Accountability 97

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 96

APIs Enterprise Accountability Government 96

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 124

Healthcare Government Engineering APIs 124

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 98

APIs Accountability Metrics Government 98

AWS Machine Learning

SEPTEMBER 25, 2024

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

APIs 119

APIs Call flow Accountability Technology 119

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 98

APIs Accountability Metrics Engineering 98

CSM Magazine

NOVEMBER 29, 2023

However, by integrating generators with accounting software, businesses can simplify their payroll process, save time, and minimize the risk of discrepancies. Understanding Paystub Generators Before exploring the benefits of integrating generators with accounting software, it’s important to grasp what paystub generators are.

Accountability 52

Accountability Self service APIs Government 52

AWS Machine Learning

JUNE 7, 2023

Amazon Textract has a Tables feature within the AnalyzeDocument API that offers the ability to automatically extract tabular structures from any document. We walk through how to use these improvements through code examples to use the API and process the response with the Amazon Textract Textractor library.

APIs 96

APIs Real estate Government Marketing 96

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 123

APIs Healthcare Scripts Engineering 123