AWS Machine Learning Blog

NOVEMBER 9, 2023

Batch predictions with model monitoring – The inference pipeline built with Amazon SageMaker Pipelines runs on a scheduled basis to generate predictions along with model monitoring using SageMaker Model Monitor to detect data drift. After it’s trained, the model is registered into the central model registry to be approved by a model approver.

Data Drift 119

Data Drift Auto-complete ML Automation 119

ODSC - Open Data Science

FEBRUARY 28, 2023

These tools are designed to help companies derive insights from big data. To deliver on their commitment to enhancing human ingenuity, SAS’s ML toolkit focuses on automation and more to provide smarter decision-making. SAS One of the most experienced AI leaders, SAS delivers AI solutions to enhance human ingenuity.

Data Science 96

Data Science Auto-complete Machine Learning AI 96

Flipboard

MARCH 7, 2023

You can implement comprehensive tests, governance, security guardrails, and CI/CD automation to produce custom app images. Implement an automated image authoring process As already mentioned, you can use the Studio Image Build CLI to implement an automated CI/CD process of app image creation and deployment with CodeBuild and sm-docker CLI.

Python 123

Python Data Scientist Data Science Automation 123

Flipboard

NOVEMBER 15, 2024

Metadata can play a very important role in using data assets to make data driven decisions. Generating metadata for your data assets is often a time-consuming and manual task. For this post, as part of the environment set up we create a new S3 bucket with the name aws-gen-ai-glue-metadata-. The following is an example policy.

Metadata 149

Metadata Generative AI LLM AI 149

AWS Machine Learning Blog

MAY 8, 2023

To automate the infrastructure deployment, we use the AWS Cloud Development Kit (AWS CDK). For details on adding automation via lifecycle configurations, refer to Customize Amazon SageMaker Studio using Lifecycle Configurations. mlflow/runs/search/", "arn:aws:execute-api: : : / /POST/api/2.0/mlflow/experiments/search",

Data Science 98

Data Science Machine Learning Python Data Scientist 98

AWS Machine Learning Blog

AUGUST 31, 2023

In addition to data engineers and data scientists, there have been inclusions of operational processes to automate & streamline the ML lifecycle. Through automation, that model card is shared with ML Prod account in read-only mode. For more information, refer to Configure the AWS CLI.

ML 125

ML Data Scientist Machine Learning Data Science 125

AWS Machine Learning Blog

JUNE 19, 2023

We provide the following sample Lambda function that you can copy and modify to meet your needs for automating the creation of the Studio user profile. We demonstrated an end-to-end solution architecture that organizations can adopt to automate and scale their onboarding process to meet their agility, security, and compliance needs.

IDP 100

IDP ML Automation Machine Learning 100