AWS Machine Learning

NOVEMBER 13, 2024

You can now register machine learning (ML) models in Amazon SageMaker Model Registry with Amazon SageMaker Model Cards , making it straightforward to manage governance information for specific model versions directly in SageMaker Model Registry in just a few clicks.

Government 122

Government Engineering Metrics APIs 122

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 124

Enterprise APIs Government Accountability 124

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. This tool not only supports responsible AI practices, but also fosters trust and reliability in the use of AI-generated content.

APIs 122

APIs Government Best practices Metrics 122

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 129

APIs Government Enterprise Engineering 129

AWS Machine Learning

JULY 10, 2024

AI Service Cards are a form of responsible AI documentation that provide customers with a single place to find information on the intended use cases and limitations, responsible AI design choices, and deployment and performance optimization best practices for our AI services and models.

Government 137

Government Education Best practices Benchmark 137

AWS Machine Learning

JANUARY 10, 2024

The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. The approver approves the model by following the link in the email to an API Gateway endpoint. API Gateway invokes a Lambda function to initiate model updates.

APIs 135

APIs Construction Engineering Analytics 135

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 135

Scripts Best practices Engineering Accountability 135

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. Who does GDPR apply to?

Best practices 136

Best practices APIs Accountability Personalization 136

AWS Machine Learning

MAY 7, 2024

With a decade of enterprise AI experience, Veritone supports the public sector, working with US federal government agencies, state and local government, law enforcement agencies, and legal organizations to automate and simplify evidence management, redaction, person-of-interest tracking, and eDiscovery.

APIs 138

APIs Advertising Entertainment Metrics 138

AWS Machine Learning

OCTOBER 3, 2024

In this post, we describe how Aviva built a fully serverless MLOps platform based on the AWS Enterprise MLOps Framework and Amazon SageMaker to integrate DevOps best practices into the ML lifecycle. We illustrate the entire setup of the MLOps platform using a real-world use case that Aviva has adopted as its first ML use case.

APIs 100

APIs Construction Engineering Accountability 100

AWS Machine Learning

APRIL 22, 2024

Organizations are facing ever-increasing requirements for sustainability goals alongside environmental, social, and governance (ESG) practices. Throughout this lifecycle, implementing AWS Well-Architected Framework best practices is recommended. A Gartner, Inc. Figure 7: The generative AI lifecycle 11.

Best practices 141

Best practices Benchmark Transportation Engineering 141

aircall

MAY 24, 2021

By following best practices for your digital transformation framework, you also get the benefit of flexibility so you can add and subtract digital tools as your company’s needs change. Organization: structure, governance, roles, etc. 10 Best Practices to Develop a Framework for Digital Transformation.

Best practices 62

Best practices Call Center Analytics Technology 62

AWS Machine Learning

SEPTEMBER 14, 2023

Integrating security in our workflow Following the best practices of the Security Pillar of the Well-Architected Framework , Amazon Cognito is used for authentication. Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. 2xlarge 676.8

APIs 131

APIs Healthcare Scripts Engineering 131

AWS Machine Learning

NOVEMBER 19, 2024

Plus, learn how to evolve from data aggregation to data semantics to support data-driven applications while maintaining flexibility and governance. In this session, learn best practices for effectively adopting generative AI in your organization. This session covers best practices for a responsible evaluation.

APIs 113

APIs Enterprise Best practices Government 113

AWS Machine Learning

MARCH 15, 2024

Furthermore, model hosting on Amazon SageMaker JumpStart can help by exposing the endpoint API without sharing model weights. FL can have a potential impact on the entire treatment cycle, and now even more so with the focus on data interoperability from large federal organizations and government leaders.

Healthcare 134

Healthcare Government Best practices Engineering 134

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. Adds an IAM authorizer.

APIs 95

APIs Government Accountability Scripts 95

AWS Machine Learning

NOVEMBER 30, 2022

Governance – Processes to define, implement and enforce responsible AI practices within an organization. They are part of a comprehensive development process we undertake to build our services in a responsible way that addresses fairness and bias, explainability, robustness, governance, transparency, privacy, and security.

Government 96

Government Best practices APIs Technology 96

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 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 101

Self service APIs Management Accountability 101

AWS Machine Learning

OCTOBER 17, 2024

Improved data governance and security – The shared EFS directory, being centrally managed by the AWS infrastructure admin, can provide improved data governance and security. You should have an AWS CloudTrail log file that logs the SageMaker API CreateUserProfile.

Government 126

Government Accountability APIs Engineering 126

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 128

Healthcare Government Engineering APIs 128

AWS Machine Learning

JULY 29, 2022

This is mainly targeting the data steward persona, who is responsible for streamlining and standardizing the process of sharing data between data producers and consumers and ensuring compliance with data governance rules. Allow the consumer banking LoB to share data products into the central governance layer.

Government 104

Government Banking Analytics Accountability 104

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 128

Scripts APIs Government Analytics 128

AWS Machine Learning

NOVEMBER 22, 2023

By using the Framework, you will learn operational and architectural best practices for designing and operating reliable, secure, efficient, cost-effective, and sustainable workloads in the cloud. The AWS Well-Architected Framework helps you understand the benefits and risks of decisions you make while building workloads on AWS.

Best practices 126

Best practices Metrics Feedback Enterprise 126

AWS Machine Learning

SEPTEMBER 29, 2022

Without proper cost management and governance, your ML spend may lead to surprises in your monthly AWS bill. In this post, we share tips and best practices regarding cost allocation for your SageMaker environment and workloads. To tag existing domains and users, use the add-tags API.

Enterprise 95

Enterprise APIs Government Accountability 95

AWS Machine Learning

JUNE 27, 2023

Machine Learning Operations (MLOps) provides the technical solution to this issue, assisting organizations in managing, monitoring, deploying, and governing their models on a centralized platform. At-scale, real-time image recognition is a complex technical problem that also requires the implementation of MLOps.

Engineering 126

Engineering APIs Scripts Entertainment 126

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. This involves creating an OAuth API endpoint in ServiceNow and using the web experience URL from Amazon Q Business as the callback URL.

APIs 60

APIs Enterprise Accountability Government 60

AWS Machine Learning

FEBRUARY 6, 2024

The workflow includes the following steps: A QnABot administrator can configure the questions using the Content Designer UI delivered by Amazon API Gateway and Amazon Simple Storage Service (Amazon S3). Amazon Lex V2 getting started- Streaming APIs]([link] Expand the Advanced section and enter the same answer under Markdown Answer.

Chatbots 137

Chatbots APIs Self service Banking 137

AWS Machine Learning

NOVEMBER 22, 2023

Hear best practices for using unstructured (video, image, PDF), semi-structured (Parquet), and table-formatted (Iceberg) data for training, fine-tuning, checkpointing, and prompt engineering. In this talk, explore strategies for putting your proprietary datasets to work when building unique, differentiated generative AI solutions.

Engineering 140

Engineering Best practices APIs Government 140

AWS Machine Learning

OCTOBER 14, 2024

Agents automatically call the necessary APIs to interact with the company systems and processes to fulfill the request. The App calls the Claims API Gateway API to run the claims proxy passing user requests and tokens. Claims API Gateway runs the Custom Authorizer to validate the access token.

APIs 99

APIs Construction Government Big data 99

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. He works with government sponsored entities, helping them build AI/ML solutions using AWS.

Scripts 135

Scripts APIs Government Construction 135

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

NOVEMBER 19, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon Web Services 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.

APIs 117

APIs Management Engineering Enterprise 117

Pointillist

JULY 25, 2018

Pointillist can handle data in all forms, whether it is in tables, excel files, server logs, or 3rd party APIs. 3rd Party APIs: Pointillist has a large number of connectors using 3rd party APIs. Governance. Raw data can be sent directly to Pointillist without requiring aggregations or roll-ups of any kind. To Summarize.

Analytics 93

Analytics Government Metrics APIs 93

AWS Machine Learning

NOVEMBER 17, 2022

Yara has built APIs using Amazon API Gateway to expose the sensor data to applications such as ELC. SageMaker Model Monitor APIs offer data and model quality monitoring. The ELC application provides plant operators predictions on demand, therefore the models are accessed via API calls made from the ELC backend.

APIs 98

APIs Accountability Metrics Engineering 98

AWS Machine Learning

FEBRUARY 24, 2023

In recent years, advances in computer vision have enabled researchers, first responders, and governments to tackle the challenging problem of processing global satellite imagery to understand our planet and our impact on it. OpenSearch Dashboard also enables users to search and run analytics with this dataset.

APIs 105

APIs Benchmark Government Analytics 105