{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/7"}],"enrichment":{"capability":"Automatically selects and tunes machine learning models given training and test data, handling model search and hyperparameter optimization as part of Azure ML's AutoML workflow.","skillfed_tags":["automl","azure-ml","hyperparameter-tuning"],"use_cases":["Submit a classification or regression dataset to Azure AutoML and retrieve the best model without manually trying multiple algorithms.","Automate hyperparameter tuning for a specific model type when you have a large search space.","Integrate automated model selection into an Azure ML pipeline or batch training job.","Benchmark multiple model families on your dataset to identify which algorithm class performs best.","Reduce data science iteration time by letting AutoML explore model combinations in parallel."],"what_it_does":"azureml-train-automl-client is a Python client for Azure Machine Learning's automated machine learning service. It provides the interface to submit training and test data and automatically explore model types, algorithms, and hyperparameters to find the best-performing model for your problem. The package integrates with azureml-automl-core, azureml-core, azureml-dataset-runtime, azureml-telemetry, and azureml-train-core.\n\nTypically used within Azure ML workflows, this client abstracts away the complexity of manual model selection and tuning. It supports Python 3.8, 3.9, 3.10, and 3.11 on macOS, Windows, and Linux. The package is production-stable and actively maintained, making it suitable for teams already invested in the Azure ML ecosystem who want to reduce the time spent on model experimentation.","worth_installing":"Yes, if you are already using Azure ML and want to automate model selection and tuning within that ecosystem. The package is production-stable, actively maintained, and has low install friction. No, if you need a standalone AutoML solution that does not require Azure services or if your project uses a different cloud provider or on-premises infrastructure."},"id":"azureml-train-automl-client","links":{"html":"https://skillfed.io/packages/azureml-train-automl-client","md":"https://skillfed.io/packages/azureml-train-automl-client.md","pypi":"https://pypi.org/project/azureml-train-automl-client/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-02-25","license_spdx":null,"license_treatment":"unclear","name":"azureml-train-automl-client","python_support":"capped_below_current","summary":"Used for automatically finding the best machine learning model and its parameters."},"popularity":{"monthly_downloads":189430,"position":9929,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"1.62.0"}