AWS Machine Learning

SEPTEMBER 23, 2024

To use a specific LLM from Amazon Bedrock, SageMaker Canvas uses the model ID of the chosen LLM as part of the API calls. Limit access to all Amazon Bedrock models To restrict access to all Amazon Bedrock models, you can modify the SageMaker role to explicitly deny these APIs. This way, users can only invoke the allowed models.

Government 117

Government Enterprise APIs Accountability 117

AWS Machine Learning

NOVEMBER 13, 2024

The Amazon Bedrock single API access, regardless of the models you choose, gives you the flexibility to use different FMs and upgrade to the latest model versions with minimal code changes. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices, through a fully managed API.

Engineering 115

Engineering Management APIs Healthcare 115

AWS Machine Learning

SEPTEMBER 27, 2024

The workflow consists of the following steps: The user uploads an architecture image (JPEG or PNG) on the Streamlit application, invoking the Amazon Bedrock API to generate a step-by-step explanation of the architecture using the Anthropic’s Claude 3 Sonnet model. The following diagram illustrates the step-by-step process.

Best practices 123

Best practices Engineering APIs Customer centricity 123

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. Step Functions is a serverless workflow service that can control SageMaker APIs directly through the use of the Amazon States Language. We do so using AWS SDK for Python (Boto3) CreateProcessingJob API calls.

Scripts 142

Scripts APIs Engineering Construction 142

AWS Machine Learning

MAY 8, 2023

In this post, we address these limitations by implementing the access control outside of the MLflow server and offloading authentication and authorization tasks to Amazon API Gateway , where we implement fine-grained access control mechanisms at the resource level using Identity and Access Management (IAM). Adds an IAM authorizer.

APIs 91

APIs Government Accountability Scripts 91

AWS Machine Learning

JUNE 15, 2023

We demonstrate how to use the AWS Management Console and Amazon Translate public API to deliver automatic machine batch translation, and analyze the translations between two language pairs: English and Chinese, and English and Spanish. In this post, we present a solution that D2L.ai

APIs 97

APIs Benchmark Best practices Engineering 97

AWS Machine Learning

APRIL 5, 2023

Amazon Rekognition makes it easy to add this capability to your applications without any machine learning (ML) expertise and comes with various APIs to fulfil use cases such as object detection, content moderation, face detection and analysis, and text and celebrity recognition, which we use in this example.

APIs 98

APIs Entertainment Personalization Accountability 98

AWS Machine Learning

SEPTEMBER 3, 2024

By using the Livy REST APIs , SageMaker Studio users can also extend their interactive analytics workflows beyond just notebook-based scenarios, enabling a more comprehensive and streamlined data science experience within the Amazon SageMaker ecosystem. elasticmapreduce", "arn:aws:s3:::*.elasticmapreduce/*" elasticmapreduce", "arn:aws:s3:::*.elasticmapreduce/*"

Big data 115

Big data Engineering Accountability Real estate 115

AWS Machine Learning

APRIL 16, 2024

IAM role that is used by the bot at runtime BotRuntimeRole: Type: AWS::IAM::Role Properties: AssumeRolePolicyDocument: Version: "2012-10-17" Statement: - Effect: Allow Principal: Service: - lexv2.amazonaws.com For more information, refer to Enabling custom logic with AWS Lambda functions.

Management 114

Management Construction APIs Chatbots 114

AWS Machine Learning

JULY 10, 2024

Run the fine-tuning job using the Amazon Bedrock API Make sure to request access to the preview of Anthropic Claude 3 Haiku fine-tuning in Amazon Bedrock, as discussed in the prerequisites. Prerequisites To use this feature, make sure you have satisfied the following requirements: An active AWS account.

APIs 131

APIs Airlines Metrics Engineering 131

AWS Machine Learning

OCTOBER 1, 2024

You only consume the services through their API. To understand better how Amazon Cognito allows external applications to invoke AWS services, refer to refer to Secure API Access with Amazon Cognito Federated Identities, Amazon Cognito User Pools, and Amazon API Gateway. We discuss this later in the post.

Chatbots 88

Chatbots APIs Scripts Management 88

AWS Machine Learning

SEPTEMBER 19, 2023

cuDF is used for loading, joining, aggregating, filtering, and otherwise manipulating data, in a pandas -like API that accelerates the work on dataframes, using CUDA for significantly faster performance than pandas. Complete the following steps: Sign in to the AWS Management Console and open the IAM console.

APIs 140

APIs Accountability Engineering Technology 140

AWS Machine Learning

JULY 2, 2024

Alternatively, you can create a knowledge base using the AWS SDK, API, or AWS CloudFormation template, which provides programmatic and automated ways to set up and manage your knowledge bases. The following code snippet demonstrates how to call the retrieve_and_generate API using the Boto3 library in Python.

Healthcare 129

Healthcare APIs Government Accountability 129

AWS Machine Learning

AUGUST 4, 2023

When a version of the model in the Amazon SageMaker Model Registry is approved, the endpoint is exposed as an API with Amazon API Gateway using a custom Salesforce JSON Web Token (JWT) authorizer. frameworks to restrict client access to your APIs. For API Name , leave as default (it’s automatically populated).

APIs 96

APIs Scripts Management Accountability 96

AWS Machine Learning

JULY 29, 2022

Because the solution creates a SAML API, you can use any IdP supporting SAML assertions to create this architecture. Each application is configured with the Amazon API Gateway endpoint URL as its SAML backend. The API Gateway calls an SAML backend API. Custom SAML 2.0

Management 95

Management APIs Accountability Construction 95

Avaya

NOVEMBER 16, 2016

Open APIs: An open API model is advantageous in that it allows developers outside of companies to easily access and use APIs to create breakthrough innovations. At the same time, however, publicly available APIs are also exposed ones. billion GB of data were being produced every day in 2012 alone!)

APIs 72

APIs Transportation Enterprise Healthcare 72

AWS Machine Learning

JANUARY 25, 2024

For Who can use this application or access this API? Choose Select API permissions in the navigation pane. Gary started at Amazon in 2012 as an intern, focusing on building scalable, real-time outlier detection systems. choose Accounts in this organizational directory only (AWS only – Single tenant). Choose Register.

Accountability 138

Accountability APIs Management Engineering 138

AWS Machine Learning

MAY 5, 2023

Therefore, users without ML expertise can enjoy the benefits of a custom labels model through an API call, because a significant amount of overhead is reduced. To ensure scalability, we use a Lambda function, which will be exposed through an API endpoint created using Amazon API Gateway.

Engineering 104

Engineering APIs Scripts Enterprise 104

AWS Machine Learning

JUNE 19, 2023

Sync your AD users and groups and memberships to AWS Identity Center: If you’re using an identity provider (IdP) that supports SCIM, use the SCIM API integration with IAM Identity Center. When the AD user is assigned to an AD group, an IAM Identity Center API ( CreateGroupMembership ) is invoked, and SSO group membership is created.

APIs 92

APIs Accountability Construction Enterprise 92

AWS Machine Learning

NOVEMBER 16, 2022

The following code illustrates this policy, but don’t add it to the shared services account yet: #Data Science account's policy to access Shared Services' S3 bucket { 'Version': '2012-10-17', 'Statement': [{ 'Sid': 'AddPerm', 'Effect': 'Allow', 'Principal': { 'AWS': 'arn:aws:iam:: :root' }, "Action": [. 's3:PutObject',

Accountability 97

Accountability Best practices Scripts Engineering 97

AWS Machine Learning

JULY 17, 2023

Update your SageMaker Studio domain to turn on SourceIdentity to propagate the user profile name SageMaker Studio is integrated with AWS CloudTrail to enable administrators to monitor and audit user activity and API calls from SageMaker Studio notebooks. On the Select trusted entity page, select Custom trust policy.

Accountability 87

Accountability APIs Best practices Management 87

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 131

Chatbots APIs Self service Banking 131

AWS Machine Learning

DECEMBER 1, 2022

However, if you want to update existing resources to facilitate resource isolation, administrations can use the add-tag SageMaker API call in a script. Since the launch of the multi-domain capability, new resources are automatically tagged with aws:ResourceTag/sagemaker:domain-arn. experiments=`aws --region $REGION.

APIs 85

APIs Engineering Scripts Accountability 85

AWS Machine Learning

MARCH 15, 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 via 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 Technology CRM 139

AWS Machine Learning

JUNE 28, 2022

The input data is a multi-variate time series that includes hourly electricity consumption of 321 users from 2012–2014. JumpStart features aren’t available in SageMaker notebook instances, and you can’t access them through SageMaker APIs or the AWS Command Line Interface (AWS CLI). Launch the solution.

Metrics 95

Metrics Healthcare Transportation Accountability 95

AWS Machine Learning

MAY 12, 2023

You can also detect many common issues that affect the readability, reproducibility, and correctness of computational notebooks, such as misuse of ML library APIs, invalid run order, and nondeterminism. To use the CodeWhisperer extension, ensure that you have the necessary permissions.

Best practices 99

Best practices APIs Banking Engineering 99

AWS Machine Learning

DECEMBER 1, 2022

The statement labeled RemoveErrorMessagesFromConsole can be removed without affecting the ability to get into Studio, but will result in API errors on the console UI. To allow your data scientists to assume their given persona via the console, they require a console role to get to the Studio environment.

Management 93

Management Government Enterprise APIs 93

AWS Machine Learning

AUGUST 17, 2023

In the processing job API, provide this path to the parameter of submit_jars to the node of the Spark cluster that the processing job creates. You can use the API to create a dataset from a single or multiple feature groups, and output it as a CSV file or a pandas DataFrame.

APIs 93

APIs Engineering Scripts Analytics 93

AWS Machine Learning

MARCH 30, 2023

You can get started without any prior ML experience, using APIs to easily build sophisticated personalization capabilities in a few clicks. On the campaign ( trending-now-campaign ) Personalization API tab, choose Get recommendations.

Personalization 97

Personalization APIs Accountability Engineering 97

JivoChat

AUGUST 7, 2023

Brevo Overview In 2012, Sendinblue was launched as a newsletter service, along the years the company has expanded its service considerably, which led to the name change, as well, Brevo. Brevo’s API guarantees your email will be delivered at the right time for the right people. And, that’s what this tool is for.

APIs 75

APIs Sales CRM Analytics 75

AWS Machine Learning

NOVEMBER 23, 2022

Your Studio user’s execution role needs to be updated to allow the GetClusterSessionCredentials API action. You can view the EFS volume attached with the domain by using a DescribeDomain API call. Alternatively, you can attach a role such as below, which restricts access to clusters based on resource tags. Conclusion.

Scripts 96

Scripts APIs Engineering Sales 96

AWS Machine Learning

DECEMBER 14, 2023

After you stop the Space, you can modify its settings using either the UI or API via the updated SageMaker Studio interface and then restart the Space. This can be done using either the SageMaker Studio UI or an API action, as shown in the following example.

APIs 124

APIs Engineering Management Scripts 124

AWS Machine Learning

AUGUST 31, 2023

For the AWS IAM policy configured with the correct credentials, make sure that you have permissions to create, edit, and delete model cards within Amazon SageMaker. For more information, refer to Configure the AWS CLI. aws sagemaker describe-model-card --model-card-name Now you can make changes to this model card from this account.

Government 120

Government Accountability Enterprise Best practices 120

Playvox

JANUARY 13, 2022

Members of Generation Z, people born between 1995 and 2012, are entering the workforce and bringing their own ideas about how the workplace should function. Additionally, because our software is in the cloud and we use customizable APIs, our solutions integrate easily with other contact center systems, removing silos and barriers to adoption.

Contact Center 79

Contact Center CRM Entertainment Virtual Agent 79

SmartAction

NOVEMBER 1, 2023

It linked via API to internal data sources and current customer input to find a successful solution. We’ve been PCI DSS Level 1, the highest level of compliance, since 2012. Our virtual agents can solve 80% to 90% of customer problems. We built our data centers with security first in mind.

Contact Center 66

Contact Center Virtual Agent Interactive Voice Response Chatbots 66

Nexmo

FEBRUARY 14, 2020

Select the IAM Management Console from the Services panel: From the IAM Management Console, add a new IAM user by clicking the blue Add User button: Below is a JSON snippet to assign the permissions needed for the new user to utilize S3 and the Transcribe services. Make sure to replace {bucket_name} with the actual bucket name.

Scripts 120

Scripts Accountability APIs Management 120

AWS Machine Learning

MARCH 7, 2023

If you want to make the image available only for a specific user profile, you can use the UpdateUserProfile API call instead of UpdateDomain. The image is immediately available to all user profiles of the domain. Launch the custom image in Studio. Start a new notebook and choose the new image on the image selection drop-down menu.

Management 94

Management Scripts Government Engineering 94