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Tag: Amazon SageMaker Autopilot

How Amazon Search runs large-scale, resilient machine learning projects with Amazon SageMaker

If you have searched for an item to buy on amazon.com, you have used Amazon Search services. At Amazon Search, we’re responsible for the...

Reduce cost and development time with Amazon SageMaker Pipelines local mode

Creating robust and reusable machine learning (ML) pipelines can be a complex and time-consuming process. Developers usually test their processing and training scripts locally,...

Unified data preparation, model training, and deployment with Amazon SageMaker Data Wrangler and Amazon SageMaker Autopilot – Part 2

Depending on the quality and complexity of data, data scientists spend between 45–80% of their time on data preparation tasks. This implies that data...

Amazon SageMaker Autopilot is up to eight times faster with new ensemble training mode powered by AutoGluon

Amazon SageMaker Autopilot has added a new training mode that supports model ensembling powered by AutoGluon. Ensemble training mode in Autopilot trains several base...

Identify mangrove forests using satellite image features using Amazon SageMaker Studio and Amazon SageMaker Autopilot – Part 2

Mangrove forests are an import part of a healthy ecosystem, and human activities are one of the major reasons for their gradual disappearance from...

Identify mangrove forests using satellite image features using Amazon SageMaker Studio and Amazon SageMaker Autopilot – Part 1

The increasing ubiquity of satellite data over the last two decades is helping scientists observe and monitor the health of our constantly changing planet....

Unified data preparation and model training with Amazon SageMaker Data Wrangler and Amazon SageMaker Autopilot

Data fuels machine learning (ML); the quality of data has a direct impact on the quality of ML models. Therefore, improving data quality and...

Make batch predictions with Amazon SageMaker Autopilot

Amazon SageMaker Autopilot is an automated machine learning (AutoML) solution that performs all the tasks you need to complete an end-to-end machine learning (ML) workflow. It explores and prepares your data, applies different algorithms to generate a model, and transparently provides model insights and explainability reports to help you interpret the results. Autopilot can also […]

Amazon SageMaker Autopilot now supports time series data

Amazon SageMaker Autopilot automatically builds, trains, and tunes the best machine learning (ML) models based on your data, while allowing you to maintain full control and visibility. We have recently announced support for time series data in Autopilot. You can use Autopilot to tackle regression and classification tasks on time series data, or sequence data […]

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