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.

APIs 99

APIs Scripts Best practices Management 99

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.

APIs 118

APIs Scripts Accountability 118

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).

Scripts 120

Scripts Accountability APIs Management 120

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.

Scripts 82

Scripts Metrics Healthcare Accountability 82

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.

Scripts 112

Scripts APIs Enterprise Accountability 112

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.

Scripts 88

Scripts Accountability Metrics Best practices 88

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.

Scripts 117

Scripts Accountability Best practices Engineering 117

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.

Scripts 122

Scripts Engineering Government Management 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.

Government 112

Government Benchmark Scripts Enterprise 112

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.

Scripts 67

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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.

APIs 95

APIs Engineering Accountability Big data 95

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+

Scripts 121

Scripts Engineering Entertainment Healthcare 121

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.

Management 128

Management APIs Engineering Government 128

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.

Scripts 98

Scripts Accountability Feedback Marketing 98

AWS Machine Learning

FEBRUARY 14, 2024

Lambda functions and the LangChain Framework When the Amazon Lex bot invokes the Lambda function, it sends an event message that contains bot information and the transcription of the utterance from the caller. scripts/build.sh scripts/deploy.sh scripts/cleanup.sh ParameterKey ("AmazonConnectName") – Enter a unique name.

Scripts 118

Scripts Self service Contact Center contact center solutions 118

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

Construction 107

Construction Metrics Scripts Engineering 107

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

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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Scripts Construction APIs Healthcare 103

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.

APIs 122

APIs Enterprise Scripts Accountability 122

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).

Scripts 83

Scripts APIs Enterprise Accountability 83

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.

Scripts 113

Scripts Analytics Accountability Sales 113

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.

Scripts 113

Scripts APIs Entertainment Accountability 113

AWS Machine Learning

MARCH 19, 2024

However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt. For details, refer to Step 1: Create your AWS account. or higher installed on Linux, Mac, or Windows Subsystem for Linux, and an AWS account.

Construction 132

Construction Scripts APIs Enterprise 132

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 98

Scripts APIs Engineering Enterprise 98

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 93

Construction Scripts Engineering Accountability 93

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.

Scripts 89

Scripts APIs Metrics Engineering 89

AWS Machine Learning

SEPTEMBER 12, 2023

Solution overview Scalable Capital’s ML infrastructure consists of two AWS accounts: one as an environment for the development stage and the other one for the production stage. The Github merge event triggers our Jenkins CI pipeline, which in turn starts a SageMaker Pipelines job with test data.

Management 115

Management APIs CRM Metrics 115

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.

Scripts 90

Scripts Engineering APIs Consulting 90

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.

Scripts 82

Scripts Analytics Accountability Engineering 82

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.

Scripts 84

Scripts Best practices Transportation Construction 84

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.

APIs 115

APIs Scripts Entertainment Personalization 115

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.

APIs 102

APIs Chatbots Construction Engineering 102

Outsource Consultants

MARCH 18, 2025

Businesses experience fluctuations in call volumes due to seasonal changes, marketing campaigns, or unexpected events. A study by ContactBabel found that these hidden costs can account for up to 15% of the total outsourcing expense in the first year. Flexibility in service offerings is equally important.

Call Center 67

Call Center outsourcing First call resolution Average Handle Time 67

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.

APIs 107

APIs Chatbots Engineering Best practices 107

TechSee

MARCH 11, 2024

Industry events and news coverage are full of companies offering Generative AI , Conversational AI, chatbots, and AI Agents. Chatbots are typically rule-based systems that follow predefined scripts to interact with customers. When selecting a Conversational AI provider, there are a number of considerations one must take into account.

Chatbots 124

Chatbots Enterprise Scripts Virtual Agent 124

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

Scripts 117

Scripts Enterprise Analytics APIs 117

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.

Scripts 75

Scripts Accountability Feedback Marketing 75