Smart Data Collective

MARCH 23, 2022

Until recently, the ADA was predominantly enforced in the physical world, such as when business owners failed to make adequate provisions for disabled customers (such as ramps, toilets, and handrails). AI tools can crawl websites and inspect images to make sure they all contain alt tags for people that can’t view the images.

AI 101

AI AI Artificial Intelligence Artificial Intelligence 101

Mlearning.ai

FEBRUARY 6, 2023

ENV PYTHONUNBUFFERED=TRUE ENV PYTHONDONTWRITEBYTECODE=TRUE Once we have the DOCKER file we need to build it to create an image and tag that image before we push it to Amazon ECR. Cluster resources are provisioned for the duration of the job, and cleaned up when it completes. docker build -t ${algorithm_name}. session.Session().region_name

AWS 52

AWS ML ML Python 52

IBM Journey to AI blog

AUGUST 16, 2023

In addition, companies can run up cloud costs because they provision more resources than necessary for their normal business functions. They can track API and application usage metrics, manage an organization’s workload and avoid over-provisioning resources. These tools can also forecast future usage and costs.

Cloud Computing 68

Cloud Computing Algorithm Machine Learning Machine Learning 68

AWS Machine Learning Blog

OCTOBER 11, 2023

Configure optional encryption settings and tags. For Provisioning editions , select Developer edition and choose Next. Enter an optional description. For Role name , enter an IAM role name. Choose Next. In the Configure user access control section, leave the settings at their defaults and choose Next. On the review page, choose Create.

AWS 93

AWS ML ML Machine Learning 93

AWS Machine Learning Blog

DECEMBER 13, 2023

This Cloud Formation template provisions all the CI/CD resources we need as configuration and infrastructure as code. On the Tags tab, add the following tag to the product: Key = sagemaker:studio-visibility Value = true Back in the portfolio details, you should see something similar to the following screenshot (with different IDs).

AWS 100

AWS ML ML Data Preparation 100

AWS Machine Learning Blog

FEBRUARY 29, 2024

It meets the company’s compliance requirements, enables a swift project initiation for the team by provisioning a SageMaker domain, and reduces maintenance overhead due to an overarching operating model. For high availability, multiple identical private isolated subnets are provisioned.

AWS 98

AWS AI AI Data Scientist 98

IBM Journey to AI blog

DECEMBER 19, 2023

Enlist enterprise records teams to study a set of data classification and retention patterns and enlist FinOps teams to assess for appropriate tagging and quota adherence. Build AuthN/AuthZ integration patterns that abstract nuances and standardize authentication and authorization of applications, data and services.

AWS 81

AWS Data Classification Data Preparation 81

AWS Machine Learning Blog

JULY 5, 2023

The HTML audio tag is used for this purpose). The solution includes an AWS CloudFormation template to provision your resources. A JavaScript function in the browser fetches the speech marks file and the audio from their URL handles (10). It sets up the audio player to play the audio.

AWS 67

AWS Machine Learning Machine Learning ML 67

AWS Machine Learning Blog

MAY 18, 2023

Configure optional encryption settings and tags. For Specify provisioning , select Developer edition , which is suited for building a proof of concept and experimentation, and choose Create. Enter optional tags. For Role name , enter an IAM role name. Choose Next. For Access control settings , choose Yes. Choose Next.

AWS 76

AWS Database ML ML 76

AWS Machine Learning Blog

APRIL 22, 2024

Wait until the status changes from Provisioning to Active, which can take 3–5 minutes. When the status changes to Active , open the detail page of the provisioned NLB and take note of the DNS name ( xyzxyz.elb.region-name.amazonaws.com ) for later use. Add any optional tags, then choose Next. We will add LDAPS later.

Clustering 86

Clustering AWS ML ML 86

Tableau

JULY 20, 2022

You can quickly provision and deprovision users at scale to keep up with the ever-changing needs of your organization. You can also perform a variety of maintenance tasks like tagging stale content, or backing up content. Imagine if you could automatically onboard and offboard users from your Tableau Cloud site.

Tableau 89

Tableau Azure Analytics Analytics 89

Tableau

JULY 20, 2022

You can quickly provision and deprovision users at scale to keep up with the ever-changing needs of your organization. You can also perform a variety of maintenance tasks like tagging stale content, or backing up content. Imagine if you could automatically onboard and offboard users from your Tableau Cloud site.

Tableau 87

Tableau Azure Analytics Analytics 87

AWS Machine Learning Blog

APRIL 23, 2024

This will run them on the instances used by your SageMaker Studio IDEs instead of provisioning cloud resources. Make sure you provision a new space with at least 30 GB of storage to allow sufficient storage for Docker images and artifacts. Re-tag the build as an ECR image and push. Dockerfile.

ML 95

ML ML AWS Python 95

AWS Machine Learning Blog

NOVEMBER 22, 2023

We start with an introduction of the Cost Optimization pillar and design principles, and then dive deep into the four focus areas: financial management, resource provision, data management, and cost monitoring. By reading this post, you will learn about the Cost Optimization pillar in the Well-Architected Framework with the IDP case study.

AWS 81

AWS ML ML Machine Learning 81

AWS Machine Learning Blog

AUGUST 2, 2023

It allows users to quickly and easily find the images they need without having to manually tag or categorize them. Prerequisites You must have the following prerequisites: An AWS account Permissions to provision and invoke the following services via AWS CloudFormation : Amazon S3, Amazon Kendra, Lambda, and Amazon Textract.

AWS 71

AWS AI AI Machine Learning 71

IBM Data Science in Practice

JANUARY 4, 2023

In order to use it, we would need to perform the following steps: Provision IBM Cloud COS Bucket and IBM Cloud Analytics Engine. Therefore, it is impossible to complete partitioning in reasonable time with a single machine which brings us to a cluster-based solution. Upload the python script into the home bucket.

Analytics 130

Analytics Analytics Python Clustering 130

AWS Machine Learning Blog

OCTOBER 20, 2023

ML platform shared and governance services – This function enables setting up and operating common services such as CI/CD, AWS Service Catalog for provisioning environments, and a central model registry for model promotion and lineage. Resources that aren’t compliant will not be provisioned.

ML 101

ML ML AWS Data Lakes 101

Flipboard

MARCH 13, 2023

Lambda is a serverless, event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers. ML model training and evaluation pipeline After the image is published, it triggers the training and evaluation Apache Airflow pipeline through the AWS Lambda function.

ML 102

ML ML AWS Data Scientist 102

AWS Machine Learning Blog

DECEMBER 14, 2023

SageMaker Studio automatically handles the provisioning of your existing Space to the new configuration, requiring no extra effort on your part. These ML instances are provisioned when a Space is running, and linked with an EBS volume that is created when the Space was initially created.

ML 98

ML ML AI AI 98

phData

MAY 1, 2023

Over the last month, we’ve mostly focused on bringing our customers a new version of the Provision tool (AKA Tram). Provision Tool At its core, The Provision tool is a command line tool that uses a templated approach to manage Snowflake Data Cloud resources. Let’s take a deeper dive!

SQL 52

SQL 52

AWS Machine Learning Blog

AUGUST 4, 2023

Create your secret with the following key-value pairs: { "identity_provider": "SALESFORCE", "authorization_url": "[link] "token_url": "[link] "client_id": " ", "client_secret": " " “issue_url”: “ ” } Add a tag with the key sagemaker:partner and your choice of value. Save the secret and note the ARN of the secret.

ML 78

ML ML AWS AI 78

AWS Machine Learning Blog

APRIL 19, 2024

v1alpha5 kind: ClusterConfig metadata: name: do-eks-yaml-karpenter version: '1.28' region: us-west-2 tags: karpenter.sh/discovery: discovery: "do-eks-yaml-karpenter" securityGroupSelectorTerms: - tags: karpenter.sh/discovery: For the example in this post, we use the following EKS cluster manifest : apiVersion: eksctl.io/v1alpha5

Clustering 99

Clustering AI AI AWS 99

AssemblyAI

FEBRUARY 15, 2024

First, a user calls the phone number that we provision with Twilio. In our case, we use <Say> tags that tell Twilio to speak the sentence between the tags to the caller. Twilio then calls the specific endpoint associated with this number. in a terminal from the project directory, and call your Twilio number.

Python 59

Python AI AI 59

AWS Machine Learning Blog

MARCH 15, 2024

Complete the following steps to provision your DynamoDB table (or customize the settings as needed for your use case): On the DynamoDB console, choose Tables in the navigation pane. Always put your response to the Human within the Response tags. Choose Create table. For Table name , enter a name (for example, ItemDetails ).

AWS 119

AWS AI AI Python 119

AWS Machine Learning Blog

MAY 31, 2023

Solution overview We walk you through the following high-level steps: Provision an ECS cluster of Trn1 instances with AWS CloudFormation. Provision an ECS cluster of Trn1 instances To get started, launch the provided CloudFormation template , which will provision required resources such as a VPC, ECS cluster, and EC2 Trainium instance.

AWS 77

AWS Machine Learning Machine Learning Clustering 77

IBM Journey to AI blog

SEPTEMBER 20, 2023

It consists of several key paradigms that aid the scalability of AI deployments: Policy-based, zero-touch provisioning of the full software stack. Edge AI deployments IBM developed an edge architecture that addresses these challenges by bringing an integrated hardware/software (HW/SW) appliance model to edge AI deployments.

Clustering 89

Clustering AI AI Data Science 89

AWS Machine Learning Blog

MAY 5, 2023

To train the model, in the Amazon Rekognition project, choose Train model , select the project you want to train, then add any relevant tags and choose Train model. Lambda is a serverless, event-driven compute service that lets you run code for virtually any type of application or backend service without provisioning or managing servers.

AWS 101

AWS ETL ML ML 101

AWS Machine Learning Blog

DECEMBER 13, 2023

Deploy solution resources The solution is deployed using an AWS CloudFormation template, found on the GitHub repo , to automatically provision the necessary resources in your AWS account. A new task was created to coordinate tagging strategies. For more information, refer to Model access.

AWS 98

AWS AI AI ETL 98

AWS Machine Learning Blog

AUGUST 21, 2023

Prerequisites Before you get started, make sure you have the following prerequisites: An AWS account An IAM user with administrator access An S3 bucket Provision resources with AWS CloudFormation We provide a CloudFormation template that deploys the services in the architecture for end-to-end testing and to facilitate repeated deployments.

AWS 83

AWS Data Lakes Clustering Data Preparation 83

AWS Machine Learning Blog

JUNE 19, 2023

For provisioning Studio in your AWS account and Region, you first need to create an Amazon SageMaker domain—a construct that encapsulates your ML environment. In this post, we provide prescriptive guidance for the solution to provision SSO users to Studio with least privilege permissions based on AD group membership.

AWS 70

AWS ML ML Machine Learning 70

AWS Machine Learning Blog

MARCH 10, 2023

Option 1: Lightweight Access Directory Protocol For the LDAP authentication CloudFormation template, we provision an Amazon EC2 instance with an LDAP server and configure the EMR cluster to use this server for authentication. Empty any S3 buckets that were created when provisioning clusters. This is TLS enabled.

Clustering 76

Clustering AWS ML ML 76

Alation

JANUARY 25, 2022

But social extends even further; it includes the comments users make, assets they flag as favorites, the watches they set on assets, who they tag and how, and their level of expertise. The data fabric should provide entitlement rights discovery, automated provisioning, and data exploration. Social signals around data are powerful.

DataOps 52

DataOps SQL ML ML 52

AWS Machine Learning Blog

JUNE 21, 2023

The AWS Cloud Development Kit (AWS CDK) is a framework for defining cloud infrastructure through code and provisioning it through AWS CloudFormation stacks. Choose the lifecycle configuration to view the shell code that runs as well as any tags you assigned.

AWS 80

AWS ML ML Python 80

AWS Machine Learning Blog

MARCH 3, 2023

Configure optional encryption settings and tags. For Specify provisioning , select Developer edition and choose Next. For Index name , enter a name for the index (for example, my-exchange-index ). Enter an optional description. For Role name , enter an IAM role name. Choose Next. On the review page, choose Create.

AWS 71

AWS Azure ML ML 71

AWS Machine Learning Blog

MAY 30, 2023

It allows you to filter and group by values such as AWS service, usage type, cost allocation tags, EC2 instance type, and more. Tagging A tag is a label that you assign to an AWS resource. You can use tags to organize your resources by users, departments, or cost centers, and track your costs on a detailed level.

AWS 64

AWS ML ML Machine Learning 64

AWS Machine Learning Blog

APRIL 17, 2024

If you delete your dashboards by accident, they will be re-provisioned automatically. Prerequisites You need the following to complete the steps in this post: The AWS Command Line Interface (AWS CLI) installed The AWS Cloud Development Kit (AWS CDK) installed , using version 2.86.0 or later NPM version 10.0.0

AWS 96

AWS Clustering ML ML 96

AWS Machine Learning Blog

AUGUST 29, 2023

GitLab CI/CD serves as the macro-orchestrator, orchestrating model build and model deploy pipelines, which include sourcing, building, and provisioning Amazon SageMaker Pipelines and supporting resources using the SageMaker Python SDK and Terraform. Review and modify the GitLab CI/CD pipeline configuration to suit your environment.

AWS 73

AWS Data Quality Data Scientist Python 73