scikit-learn/skops-blog-example

Model description

This is a DecisionTreeClassifier model trained on breast cancer dataset.

Intended uses & limitations

This model is not ready to be used in production.

Training Procedure

Hyperparameters

The model is trained with below hyperparameters.

<details> <summary> Click to expand </summary>

</details>

Model Plot

The model plot is below.

<style>#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 {color: black;background-color: white;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 pre{padding: 0;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-toggleable {background-color: white;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 label.sk-toggleable_label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 label.sk-toggleablelabel-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 label.sk-toggleablelabel-arrow:hover:before {color: black;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-estimator:hover label.sk-toggleablelabel-arrow:before {color: black;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-toggleablecontent {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-toggleablecontent pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 input.sk-toggleablecontrol:checked~div.sk-toggleablecontent {max-height: 200px;max-width: 100%;overflow: auto;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 input.sk-toggleablecontrol:checked~label.sk-toggleablelabel-arrow:before {content: "▾";}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-estimator input.sk-toggleablecontrol:checked~label.sk-toggleablelabel {background-color: #d4ebff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-label input.sk-toggleablecontrol:checked~label.sk-toggleablelabel {background-color: #d4ebff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-estimator:hover {background-color: #d4ebff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-label:hover label.sk-toggleablelabel {background-color: #d4ebff;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-item {z-index: 1;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-parallel-item:only-child::after {width: 0;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741 div.sk-text-repr-fallback {display: none;}</style><div id="sk-7c3e7180-7d07-45af-b2c4-4682b6ba8741" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>DecisionTreeClassifier()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleablecontrol sk-hidden--visually" id="f10c71c1-4f35-46d5-b90a-c6e06005a09c" type="checkbox" checked><label for="f10c71c1-4f35-46d5-b90a-c6e06005a09c" class="sk-toggleablelabel sk-toggleablelabel-arrow">DecisionTreeClassifier</label><div class="sk-toggleable_content"><pre>DecisionTreeClassifier()</pre></div></div></div></div></div>

Evaluation Results

You can find the details about evaluation process and the evaluation results.

How to Get Started with the Model

Use the code below to get started with the model.

<details> <summary> Click to expand </summary>

import pickle 
with open(dtc_pkl_filename, 'rb') as file: 
clf = pickle.load(file)

</details>

Model Card Authors

This model card is written by following authors:

skops_user

Model Card Contact

You can contact the model card authors through following channels: [More Information Needed]

Citation

Below you can find information related to citation.

BibTeX:

bibtex
@inproceedings{...,year={2020}}

Confusion Matrix [image]