AWS Machine Learning Blog

JANUARY 21, 2025

Application Auto Scaling is enabled on AWS Lambda to automatically scale Lambda according to user interactions. Prerequisites The following prerequisites need to be completed before building the solution. Download the CloudFormation template and upload it in the Specify template Choose Next. Download a sample article.

Generative AI 81

Generative AI Auto-complete Responsible AI Automation 81

AWS Machine Learning Blog

SEPTEMBER 11, 2023

IaC ensures that customer infrastructure and services are consistent, scalable, and reproducible while following best practices in the area of development operations (DevOps). Later, the auto-shutdown script will run the s3 cp command to download the extension file from the S3 bucket on Jupyter Server start-ups.

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Auto-complete Machine Learning ML DevOps 119

AWS Machine Learning Blog

MAY 16, 2024

When training is complete (through the Lambda step), the deployed model is updated to the SageMaker endpoint. When the preprocessing batch was complete, the training/test data needed for training was partitioned based on runtime and stored in Amazon S3. We load tested it with Locust using five g4dn.2xlarge

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Deep Learning Auto-complete Algorithm ML 118

AWS Machine Learning Blog

NOVEMBER 9, 2023

Create a KMS key in the dev account and give access to the prod account Complete the following steps to create a KMS key in the dev account: On the AWS KMS console, choose Customer managed keys in the navigation pane. Download and save the publicly available UCI Mammography Mass dataset to the S3 bucket you created earlier in the dev account.

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Data Drift Auto-complete ML Automation 121

The MLOps Blog

JUNE 27, 2023

Can you see the complete model lineage with data/models/experiments used downstream? Some of its features include a data labeling workforce, annotation workflows, active learning and auto-labeling, scalability and infrastructure, and so on. The entire model can be downloaded to your source code’s runtime with a single line of code.

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Machine Learning Metadata Data Scientist Data Quality 134

AWS Machine Learning Blog

JULY 16, 2024

It manages the availability and scalability of the Kubernetes control plane, and it provides compute node auto scaling and lifecycle management support to help you run highly available container applications. Training Now that our data preparation is complete, we’re ready to train our model with the created dataset.

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Generative AI Auto-complete Auto-classification Deep Learning 125

AWS Machine Learning Blog

NOVEMBER 6, 2024

For the purpose of this notebook, we downloaded the MP4 file for the recording and stored it in an Amazon Simple Storage Service (Amazon S3) bucket. time.sleep(10) The transcription job will take a few minutes to complete. Transcribe audio with Amazon Transcribe In this case, we use an AWS re:Invent 2023 technical talk as a sample.

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Auto-complete Machine Learning Generative AI Large Language Models 108