doc-exports/docs/modelarts/umn/dataprepare-modelarts-0020.html
Lai, Weijian 6aa966a79a ModelArts UMN 24.3.0 version
Reviewed-by: Pruthi, Vineet <vineet.pruthi@t-systems.com>
Co-authored-by: Lai, Weijian <laiweijian4@huawei.com>
Co-committed-by: Lai, Weijian <laiweijian4@huawei.com>
2024-11-02 09:04:52 +00:00

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<a name="EN-US_TOPIC_0000002079182973"></a><a name="EN-US_TOPIC_0000002079182973"></a>
<h1 class="topictitle1">Data Analysis and Preview</h1>
<div id="body0000001193488987"><p id="EN-US_TOPIC_0000002079182973__p8060118">Generally, the quality of raw data cannot meet training requirements, for example, invalid or duplicate data exists. To help you improve data quality, ModelArts provides the following capabilities:</p>
<ul id="EN-US_TOPIC_0000002079182973__ul174413221151"><li id="EN-US_TOPIC_0000002079182973__li3395841101510"><a href="dataprepare-modelarts-0022.html">Auto Grouping</a>: pre-classifies data through clustering to allow you to label data based on clustering results, which ensures that different labels have the same or the almost same number of samples.</li><li id="EN-US_TOPIC_0000002079182973__li1233965071513"><a href="dataprepare-modelarts-0023.html">Data Filtering</a>: enables you to filter data based on sample attributes and auto grouping results.</li><li id="EN-US_TOPIC_0000002079182973__li599670111620"><a href="dataprepare-modelarts-0024.html">Data Feature Analysis</a>: analyzes data features or labeling results, such as the brightness and bounding box distribution, helping you analyze data balance and improve the model training effect.</li></ul>
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<li class="ulchildlink"><strong><a href="dataprepare-modelarts-0021.html">Processing Data</a></strong><br>
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<li class="ulchildlink"><strong><a href="dataprepare-modelarts-0022.html">Auto Grouping</a></strong><br>
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<li class="ulchildlink"><strong><a href="dataprepare-modelarts-0023.html">Data Filtering</a></strong><br>
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<li class="ulchildlink"><strong><a href="dataprepare-modelarts-0024.html">Data Feature Analysis</a></strong><br>
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<div class="parentlink"><strong>Parent topic:</strong> <a href="modelarts_88_0146.html">Data Preparation and Analysis</a></div>
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