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scaling uploads, towards #25, closes #31 and #32
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kwinkunks committed Sep 16, 2021
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Expand Up @@ -493,7 +493,7 @@ <h3>Regression datasets</h3>

<div class="l--body">
<h2>How do I make my own datasets?</h2>
<p>You will need to define a machine learning task with 2 features and one target. About 400 records is ideal — split 50% positive and 50% negative classes for a classification problem. Scale the features using a Z-score standardization, and multiply the result by 2. The target should be -1 and 1 for classification, or in the range [-1, 1] for regression. <a href="https://github.com/agile-geoscience/rocky-playground/blob/master/notebooks/Data_for_Playground.ipynb">Here's an example of how to prepare data.</a></p>
<p>You will need to define a machine learning task with 2 features and one target. About 400 records is ideal — split 50% positive and 50% negative classes for a classification problem. The features will be scaled using Z-score standardization (multiplied by 2 for complicated reasons). The target should be -1 and 1 for classification, or in the range [-1, 1] for regression. <a href="https://github.com/agile-geoscience/rocky-playground/blob/master/notebooks/Data_for_Playground.ipynb">Here's an example of how to prepare data.</a></p>
<p>Once you have a JSON file, you can upload it using the button with the <i class="material-icons">file_upload</i> icon (top left).</p>
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