AWS Machine Learning

JANUARY 24, 2025

In the preceding architecture diagram, AWS WAF is integrated with Amazon API Gateway to filter incoming traffic, blocking unintended requests and protecting applications from threats like SQL injection, cross-site scripting (XSS), and DoS attacks.

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AWS Machine Learning

DECEMBER 7, 2022

This post shows how Amazon SageMaker enables you to not only bring your own model algorithm using script mode, but also use the built-in HPO algorithm. We walk through the following steps: Use SageMaker script mode to bring our own model on top of an AWS-managed container. Solution overview. Find the metric in CloudWatch Logs.

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AWS Machine Learning

JULY 17, 2024

QSI enables insights on your AWS Support datasets across your AWS accounts. First, as illustrated in the Linked Accounts group in Figure 1, this solution supports datasets from linked accounts and aggregates your data using the various APIs, AWS Lambda , and Amazon EventBridge. Synchronize the data source to index the data.

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Nexmo

OCTOBER 7, 2020

Vonage API Account. To complete this tutorial, you will need a Vonage API account. Once you have an account, you can find your API Key and API Secret at the top of the Vonage API Dashboard. The Web Component can also emit the phone number of a contact to the application as a custom event when clicked. Handling events.

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Nexmo

FEBRUARY 14, 2020

In this tutorial, we’ll use a Nexmo Voice number to create a callback script that interacts with a caller to prompt for a voice message. Nexmo account. AWS account. You’ll need an AWS account, as well as IAM credentials associated with a user who has access to Amazon Transcribe and AWS S3. preferred).

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AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. SageMaker services, such as Processing, Training, and Hosting, collect metrics and logs from the running instances and push them to users’ Amazon CloudWatch accounts.

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AWS Machine Learning

MAY 3, 2023

Moreover, as of November 2022, Studio supports shared spaces to accelerate real-time collaboration and multiple Amazon SageMaker domains in a single AWS Region for each account. This post explains the backup and recovery module and one approach to automate the process using an event-driven architecture.

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JustCall

NOVEMBER 6, 2019

This plan can be made using structured cold calling scripts. Cold calling scripts can help you keep the conversation going with a prospect without worrying about pauses in the conversation. Thus, using cold calling scripts can help you fill in awkward pauses in the call. . 1 For Sale by Owner Script (FSBO).

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AWS Machine Learning

NOVEMBER 9, 2023

Central model registry – Amazon SageMaker Model Registry is set up in a separate AWS account to track model versions generated across the dev and prod environments. Approve the model in SageMaker Model Registry in the central model registry account. Create a pull request to merge the code into the main branch of the GitHub repository.

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Scripts Accountability Best practices Engineering 122

AWS Machine Learning

AUGUST 7, 2024

Aligning with AWS multi-account best practices The solution outlined in this post spans across several accounts in a given AWS organization. For a deeper look at the various components required for an AWS organization multi-account enterprise ML environment, see MLOps foundation roadmap for enterprises with Amazon SageMaker.

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AWS Machine Learning

NOVEMBER 30, 2023

With training jobs or fine-tuning jobs needing to run for days, weeks, or even months at a time, this becomes costly due to the extra administrative overhead of the user needing to spend cycles to monitor and maintain the job in the event that a node crashes, as well as the cost of idle time of expensive accelerated compute instances.

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AWS Machine Learning

JUNE 19, 2024

The Slack application sends the event to Amazon API Gateway , which is used in the event subscription. API Gateway forwards the event to an AWS Lambda function. If you don’t have an AWS account, see How do I create and activate a new Amazon Web Services account? Toggle Enable Events on. Choose Save Changes.

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AWS Machine Learning

FEBRUARY 14, 2024

Prerequisites For this walkthrough, you should have the following prerequisites: Familiarity with SageMaker Ground Truth labeling jobs and the workforce portal Familiarity with the AWS Cloud Development Kit (AWS CDK) An AWS account with the permissions to deploy the AWS CDK stack A SageMaker Ground Truth private workforce Python 3.9+

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Scripts Engineering Entertainment Healthcare 129

Callminer

APRIL 21, 2020

Good scripting can lessen the amount of decision making, but another way to counteract. Engage their team members in a local charitable event every month. In as little as a few minutes per day, you can review specific accounts, challenges, and accomplishments with your entire team. while developing their customer support skills.

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AWS Machine Learning

JANUARY 5, 2024

Continuous integration and continuous delivery (CI/CD) pipeline – Using the customer’s GitHub repository enabled code versioning and automated scripts to launch pipeline deployment whenever new versions of the code are committed. When defined events occur, EventBridge can invoke a pipeline to run in response.

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Management APIs Engineering Government 133

AWS Machine Learning

AUGUST 29, 2023

This architecture design represents a multi-account strategy where ML models are built, trained, and registered in a central model registry within a data science development account (which has more controls than a typical application development account).

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AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

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AWS Machine Learning

JULY 25, 2024

Additionally, the node recovery agent will publish Amazon CloudWatch metrics for users to monitor and alert on these events. eks-5e0fdde Install the required AWS Identity and Access Management (IAM) role for the service account and the node problem detector plugin. install.sh compute.internal Ready 31d v1.29.0-eks-5e0fdde

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ChurnZero

MARCH 10, 2023

This can include customer demographic data, current events, or details on a competitor or similar business. Write an email welcoming a new point of contact for your account [account/business type, contact details]. Example 3: Video/phone scripting This is where the flexibility of content comes in handy.

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AWS Machine Learning

APRIL 25, 2024

Make sure the AWS account has a service quota for hosting a SageMaker endpoint for an ml.g5.2xlarge instance. You use the same script for downloading the model file when creating the SageMaker endpoint. These services are designed for scalability, event-driven architectures, and efficient resource utilization.

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AWS Machine Learning

NOVEMBER 30, 2023

Amazon EventBridge listens to this event, and then initiates an AWS Step Functions step. The function then searches the OpenSearch Service image index for images matching the celebrity name and the k-nearest neighbors for the vector using cosine similarity using Exact k-NN with scoring script. Make a note of the URL to use later.

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Scripts APIs Entertainment Accountability 122

AWS Machine Learning

JULY 25, 2024

SharePoint Sever and SharePoint Online contain pages, files, attachments, links, events, and comments that can be crawled by Amazon Q SharePoint connectors for SharePoint Server and SharePoint Online. You need a Microsoft Windows instance to run PowerShell scripts and commands with PowerShell 7.4.1+.

Scripts 108

Scripts APIs Engineering Enterprise 108

AWS Machine Learning

APRIL 23, 2024

By performing operations (applications, infrastructure) as code, you can provide consistent and reliable deployments in multiple AWS accounts and AWS Regions, and maintain versioned and auditable infrastructure configurations. It calls the CreateDataSource and DeleteDataSource APIs.

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AWS Machine Learning

NOVEMBER 1, 2022

When the registered model meets the expected performance requirements after a manual review, you can deploy the model to a SageMaker endpoint using a standalone deployment script. For this walkthrough, complete the following prerequisite steps: Set up an AWS account. script creates an Autopilot job. SageMaker pipeline steps.

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TeleDirect

AUGUST 26, 2019

Your next big event can’t afford to fail. From promoting new products & services to attracting customers at trade shows and conventions, what happens before your seminar is just as important as your presentation during the main event. We’re confident you’ll have everything taken care of for your event. Seminar assistance.

Call Center 48

Call Center outsourcing Business Process Outsourcing Healthcare 48

AWS Machine Learning

JUNE 21, 2023

Lifecycle configurations are shell scripts triggered by Studio lifecycle events, such as starting a new Studio notebook. This enables you to apply DevOps best practices and meet safety, compliance, and configuration standards across all AWS accounts and Regions. For Windows, use.cdk-venv/Scripts/activate.bat.

Construction 101

Construction Scripts Engineering Accountability 101

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 workflow consists of the following components: The producer data steward provides access in the central account to the database and table to the consumer account. Data exploration.

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AWS Machine Learning

FEBRUARY 13, 2023

This post shows how companies can use infrastructure as code (IaC) with the AWS Cloud Development Kit (AWS CDK) to accelerate the creation and replication of highly transferable infrastructure and easily compete for AWS DeepRacer events at scale. Make sure you have the credentials and permissions to deploy the AWS CDK stack into your account.

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AWS Machine Learning

JULY 5, 2022

Lifecycle configurations (LCCs) are shell scripts to automate customization for your Studio environments, such as installing JupyterLab extensions, preloading datasets, and setting up source code repositories. LCC scripts are triggered by Studio lifecycle events, such as starting a new Studio notebook. Solution overview.

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AWS Machine Learning

SEPTEMBER 1, 2023

Other streaming techniques like Server-Sent Events (SSE) are also implemented using the same HTTP chunked encoding mechanism. Prerequisites You need an AWS account with an AWS Identity and Access Management (IAM) role with permissions to manage resources created as part of the solution. For details, refer to Creating an AWS account.

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AWS Machine Learning

SEPTEMBER 8, 2023

SageMaker JumpStart is a low-code service that comes with pre-built solutions, example notebooks, and many state-of-the-art, pre-trained models from publicly available sources that are straightforward to deploy with a single click into your AWS account. Walkthrough The following diagram illustrates the solution architecture.

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AWS Machine Learning

JANUARY 30, 2024

Via Amazon S3 Event Notifications , an event is put in an Amazon Simple Queue Service (Amazon SQS) queue. This event in the SQS queue acts as a trigger to run the OSI pipeline, which in turn ingests the data (JSON file) as documents into the OpenSearch Serverless index. script with llava_inference.py , and create a model.tar.gz

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AWS Machine Learning

NOVEMBER 28, 2022

To deploy our solution successfully, you need the following: An AWS account. The key file for deployment is the shell script deployment/deploy.sh. You use this file to deploy the resources in your account. Before we can run the shell script, complete the following steps: Open the deployment/app.py Prerequisites.

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AWS Machine Learning

AUGUST 24, 2023

SageMaker Profiler provides Python modules for annotating PyTorch or TensorFlow training scripts and activating SageMaker Profiler. You can also use optional custom annotations to add markers in the training script to visualize hardware activities during particular operations in each step. For more information, refer to documentation.

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AWS Machine Learning

SEPTEMBER 20, 2024

If required, the agent invokes one of two Lambda functions to perform a web search: SerpAPI for up-to-date events or Tavily AI for web research-heavy questions. Prerequisites Make sure you have the following prerequisites: An active AWS account. To set up the agent on the AWS Management Console , we use the new agent builder.

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APIs Chatbots Construction Engineering 106

AWS Machine Learning

SEPTEMBER 11, 2023

SageMaker Domain Lifecycle Configuration to automatically shut down idle Studio notebooks Lifecycle Configurations are shell scripts triggered by Amazon SageMaker Studio lifecycle events, such as starting a new Studio notebook. This Terraform solution creates a KMS key and uses it to encrypt SageMaker Studio’s EFS volume.

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AWS Machine Learning

MAY 10, 2023

Migrating from interactive development on notebooks to batch jobs required you to copy code snippets from the notebook into a script, package the script with all its dependencies into a container, and schedule the container to run. In the following section, we show an example of using initialization scripts to install packages.

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