diff --git a/_posts/2024-04-22-parallel-coordinates.md b/_posts/2024-04-22-parallel-coordinates.md new file mode 100644 index 00000000..bd237e11 --- /dev/null +++ b/_posts/2024-04-22-parallel-coordinates.md @@ -0,0 +1,16 @@ +--- +title: "Visualising high dimensional data with Hiplot" +layout: single +excerpt: "" +tags: [til, visualisation] +--- + +Today I learnt about the **parallel coordinates** technique to visualise high dimensional data. + +As demonstrated in this [talk](https://youtu.be/C9p7suS-NGk?si=tvpsTHYfemCvuuug), Hiplot is a tool that allows you to visualise high dimensional tabular data. Not only is this useful for exploring a new data set, but it can help you manually find cuts in the data to create a sort of dumb decision tree - useful as a target to beat with a fancier machine learning model later in the project. + +The speaker (Vincent Warmerdam), who is also the creator of the amazing [calmcode project](https://calmcode.io/), demonstrates that such a tool can be used to [evaluate the best hyperparameters in a grid search](https://calmcode.io/course/hiplot/grid-search). + +Try exploring how the house price in London varies with postcode, property type and number of bedrooms. Narrow down the range of each column, by dragging a box vertically, to see how the price changes (as represented by the colour and right most column) + + \ No newline at end of file diff --git a/files/london_house_prices_hiplot.html b/files/london_house_prices_hiplot.html new file mode 100644 index 00000000..19b32702 --- /dev/null +++ b/files/london_house_prices_hiplot.html @@ -0,0 +1,41 @@ + + + + + +HiPlot + + + +
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