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GITBOOK-68: Data Sets & Data Split
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docs/machine-learning/1.-data-sets.md

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# 1. Data Sets
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description: Import or Create Sample Data
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---
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# 1. Data Sets
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<figure><img src="../.gitbook/assets/image (144).png" alt="" width="211"><figcaption></figcaption></figure>
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<figure><img src="../.gitbook/assets/image (318).png" alt="" width="527"><figcaption></figcaption></figure>
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1. Click on _**Data Sets**_ in the _**Machine Learning**_ category.
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<figure><img src="../.gitbook/assets/image (145).png" alt="" width="563"><figcaption></figcaption></figure>
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<figure><img src="../.gitbook/assets/image (319).png" alt="" width="563"><figcaption></figcaption></figure>
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2. _**Load Type**_: You can load sample data (_**Load Data**_) or generate data (_**Create Data**_).
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3. _**Allocate to**_: Specify variable names to assign to the data.

docs/machine-learning/2.-data-split.md

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# 2. Data Split
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description: Divide Your Data into Training and Testing Data
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---
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# 2. Data Split
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<figure><img src="../.gitbook/assets/image (146).png" alt="" width="211"><figcaption></figcaption></figure>
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<figure><img src="../.gitbook/assets/image (320).png" alt="" width="516"><figcaption></figcaption></figure>
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1. Click on _**Data Split**_ in the _**Machine Learning**_ category.
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<figure><img src="../.gitbook/assets/image (321).png" alt="" width="563"><figcaption></figcaption></figure>
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<figure><img src="../.gitbook/assets/image (147).png" alt="" width="563"><figcaption></figcaption></figure>
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2. _**Input Data**_: Choose whether the target data is included in the input data. If it is, select _**Feature Data**_ and _**Target Data**_ separately. You can also select specific columns from one dataset using the _**funnel icon**_.
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2. _**Input Data**_: Choose whether the target data is included in the input data. If it is, select _**Feature Data**_ and _**Target Data**_ separately. You can also select specific columns from one dataset using the funnel icon.
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3. _**Test Size**_: Select the percentage of input data to use for testing purposes.
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4. _**Random State**_: Generate the same random state, ensuring consistent data splits each time. (If not set, data will be randomly split differently each time.)
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5. _**Shuffle**_: Shuffle the data randomly to prevent the model from relying on the order of the data, thereby reducing bias and improving generalization performance.

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