{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/5"}],"enrichment":{"capability":"Computes ML-relevant statistical summaries of datasets, integrating with Amazon SageMaker to surface data characteristics for model development and debugging.","skillfed_tags":["sagemaker","data-profiling","abandoned"],"use_cases":["Profile raw datasets in SageMaker to identify data quality issues before training a model.","Generate statistical summaries of features to inform feature engineering decisions.","Diagnose dataset imbalances or missing-value patterns that could affect model performance.","Integrate data insights into SageMaker notebook workflows for exploratory data analysis."],"what_it_does":"sagemaker-data-insights is a SageMaker-integrated library that analyzes datasets and produces statistics relevant to machine learning workflows. It sits on top of standard data science libraries (numpy, pandas, scikit-learn, scipy) and the sagemaker-scikit-learn-extension to compute summaries of data characteristics.\n\nThe package is designed to help ML practitioners understand their datasets before and during model development\u2014surfacing patterns, anomalies, or quality issues that might affect training. However, it has been abandoned since its latest release on 2023-03-28 and receives no maintenance, which means it may not work reliably with newer versions of its dependencies or with current SageMaker APIs.","worth_installing":"No\u2014not recommended for new projects. The package is abandoned (no updates since 2023-03-28) and licensed under a non-standard AWS Customer Agreement. While it has low install friction and no known vulnerabilities, the lack of maintenance means it will likely fall out of sync with SageMaker and its dependencies over time."},"id":"sagemaker-data-insights","links":{"html":"https://skillfed.io/packages/sagemaker-data-insights","md":"https://skillfed.io/packages/sagemaker-data-insights.md","pypi":"https://pypi.org/project/sagemaker-data-insights/"},"maintenance":{"status":"abandoned"},"meta":{"latest_release":"2023-03-28","license_spdx":null,"license_treatment":"unclear","name":"sagemaker-data-insights","python_support":"supports_current","summary":"Data Insights Library for Amazon SageMaker."},"popularity":{"monthly_downloads":579163,"position":5919,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"0.4.0"}