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Visualisation of the feature space before and after the learning phase and during the KNN classification.

Jupyter Notebook 99.88% Python 0.12%
knn-classification plotly matplotlib wxpython visualization 3d 2d application python

visualisingknn's Introduction

๐Ÿ“Š ๐ŸŽจ VisualisingKNN

Program for visualization of the variables' space before and after the learning phase and during the KNN classification.


Two versions of the program:

๐Ÿ”ฅ v.1 Desktop Application in .py -> main file

๐Ÿ”ฅ v.2 Jupyter Notebook in .ipynb -> NotebookVisualisation.ipynb


Visualization tools:

๐Ÿ‘ฉ๐Ÿปโ€๐ŸŽจ mlxtend.plotting

Mlxtend (machine learning extensions) is a Python library of useful tools for the day-to-day data science tasks.

๐Ÿ‘ฉ๐Ÿปโ€๐ŸŽจ Plotly

Plotly develops online data analytics and visualization tools. It offers graphics and analytics tools for different platforms and frameworks like Python, R, and MATLAB. It has a data visualization library plotly.js, an open-source JS library for creating graphs. To let Python use its utilities, plotly.py has been built on top of it.
It supports 40+ unique chart types to cover statistical, financial, geographic, scientific, and 3D use cases. It uses D3.js, HTML and CSS, which helps in integrating many interactive functionality like zoom-in and out, or mouse hover


๐ŸŽฅ โ—๏ธ Click the image and see how it works! โ—๏ธ

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