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

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 104

Government Metrics APIs Engineering 104

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

CCNG

MAY 17, 2023

To work in a customer service environment ChatGPT will always need a well-managed Knowledge Management system for it to retrieve its answers from that allows them to govern the information and have full control of the narrative. Set the foundation for success with a system that delivers answers to customers through any channel.

Customer Service 195

Customer Service CCNG Government Chatbots 195

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 133

Government APIs Enterprise Best practices 133

Nexmo

MAY 7, 2019

Partly, that’s code they write themselves but what makes modern software development so effective is that developers can easily build on the work of others through APIs. When you think of APIs it’s likely that some big names come to mind: Nexmo, the Vonage API platform; Stripe for payments; or one of the new Open Banking APIs.

APIs 78

APIs Airlines Banking Government 78

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. We also introduce a logical construct of a shared services account that plays a key role in governance, administration, and orchestration.

APIs 94

APIs Accountability Scripts Enterprise 94

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

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 122

APIs Government Best practices Metrics 122

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 128

APIs Government Engineering Telecommunications 128

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 139

APIs Finance Chatbots Enterprise 139

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

JULY 10, 2024

We’ve created more than 10 AI Service Cards thus far to deliver transparency for our customers as part of our comprehensive development process that addresses fairness, explainability, veracity and robustness, governance, transparency, privacy and security, safety, and controllability.

Government 137

Government Education Best practices Benchmark 137

AWS Machine Learning

FEBRUARY 6, 2024

Companies face complex regulations and extensive approval requirements from governing bodies like the US Food and Drug Administration (FDA). Users then review and edit the documents, where necessary, and submit the same to the central governing bodies. This post is co-written with Ilan Geller, Shuyu Yang and Richa Gupta from Accenture.

Government 136

Government APIs industry solution Education 136

AWS Machine Learning

APRIL 30, 2024

Transcribe Call Analytics is a generative AI-powered API for generating highly accurate call transcripts and extracting conversation insights to improve customer experience, agent productivity, and supervisor productivity. Simply turn the feature on from the Amazon Transcribe console or using the start_call_analytics_job API.

Analytics 129

Analytics APIs Customer Service Entertainment 129

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

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 135

Feedback APIs Engineering Surveys 135

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 138

Management APIs Engineering Government 138

AWS Machine Learning

MAY 9, 2024

Data governance – With a wide variety of users accessing the platform and with different users having access to different data, data governance and isolation was paramount. First, they used the Amazon Kendra Retrieve API to get multiple relevant passages and excerpts based on keyword search.

Engineering 136

Engineering Customer Support APIs Government 136

ShepHyken

DECEMBER 13, 2019

Who will be responsible if government regulations are violated? Consider the number of critical APIs that are embedded. Double the APIs – quadruple your problems! “Find a way to quantify and qualify how well it really works.”. Potential risks and liabilities. What will happen if unforeseen costs are encountered?

APIs 195

APIs Enterprise Government Customer Experience 195

AWS Machine Learning

FEBRUARY 29, 2024

The Retrieve and RetrieveAndGenerate APIs allow your applications to directly query the index using a unified and standard syntax without having to learn separate APIs for each different vector database, reducing the need to write custom index queries against your vector store.

APIs 140

APIs Healthcare Scripts Enterprise 140

AWS Machine Learning

APRIL 24, 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 using a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

APIs 139

APIs Engineering Metrics Management 139

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

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 code snippet demonstrates how to call the retrieve_and_generate API using the Boto3 library in Python.

Healthcare 136

Healthcare APIs Government Accountability 136

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 18, 2024

Amazon Bedrock is a fully managed service to build generative AI applications with foundation models (FMs) from leading AI companies such as Anthropic, Mistral AI, Meta, Stability AI, Cohere, AI21 Labs, and Amazon through a single API. A second Lambda function invokes the Amazon Bedrock API. is a Sr.

APIs 119

APIs Government Engineering Accountability 119

AWS Machine Learning

SEPTEMBER 14, 2023

Amazon API Gateway hosts a REST API with various endpoints to handle user requests that are authenticated using Amazon Cognito. Finally, the response is sent back to the user via a HTTPs request through the Amazon API Gateway REST API integration response. Amazon API Gateway 1M REST API Calls 3.5

APIs 131

APIs Healthcare Scripts Engineering 131

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

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

JULY 30, 2024

The response from API calls are displayed to the end-user. Use metadata to assign values to index attributes for sorting, filtering, and faceting your search results, or to specify access control lists to govern access to the files. The Mediasearch indexer finds and transcribes audio and video files stored in an S3 bucket.

APIs 124

APIs Accountability Management Entertainment 124

AWS Machine Learning

FEBRUARY 13, 2024

SageMaker Feature Store now allows granular sharing of features across accounts via AWS RAM, enabling collaborative model development with governance. This provides an audit trail required for governance and compliance. Additionally, the cross-account capability enhances data governance and security.

Accountability 135

Accountability Government Engineering Scripts 135

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

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 94

APIs Real estate Government Marketing 94

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 102

APIs Real estate Accountability Enterprise 102

AWS Machine Learning

OCTOBER 3, 2024

The framework implements the infrastructure deployment from a primary governance account to separate development, staging, and production accounts. The governance components, which facilitate model promotions with consistent processes across accounts, have been integrated into the development account.

APIs 100

APIs Construction Engineering Accountability 100

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