{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction to Interprenet\n", "\n", "Interprenet builds constrained neural networks. We currently support monotonic and lipschitz constraints. In this tutorial, we will show how to apply intperpretable constraints to a model trained on the California house price dataset." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", " | MedInc | \n", "HouseAge | \n", "AveRooms | \n", "AveBedrms | \n", "Population | \n", "AveOccup | \n", "Latitude | \n", "Longitude | \n", "
---|---|---|---|---|---|---|---|---|
0 | \n", "8.3252 | \n", "41.0 | \n", "6.984127 | \n", "1.023810 | \n", "322.0 | \n", "2.555556 | \n", "37.88 | \n", "-122.23 | \n", "
1 | \n", "8.3014 | \n", "21.0 | \n", "6.238137 | \n", "0.971880 | \n", "2401.0 | \n", "2.109842 | \n", "37.86 | \n", "-122.22 | \n", "
2 | \n", "7.2574 | \n", "52.0 | \n", "8.288136 | \n", "1.073446 | \n", "496.0 | \n", "2.802260 | \n", "37.85 | \n", "-122.24 | \n", "
3 | \n", "5.6431 | \n", "52.0 | \n", "5.817352 | \n", "1.073059 | \n", "558.0 | \n", "2.547945 | \n", "37.85 | \n", "-122.25 | \n", "
4 | \n", "3.8462 | \n", "52.0 | \n", "6.281853 | \n", "1.081081 | \n", "565.0 | \n", "2.181467 | \n", "37.85 | \n", "-122.25 | \n", "
... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "... | \n", "
20635 | \n", "1.5603 | \n", "25.0 | \n", "5.045455 | \n", "1.133333 | \n", "845.0 | \n", "2.560606 | \n", "39.48 | \n", "-121.09 | \n", "
20636 | \n", "2.5568 | \n", "18.0 | \n", "6.114035 | \n", "1.315789 | \n", "356.0 | \n", "3.122807 | \n", "39.49 | \n", "-121.21 | \n", "
20637 | \n", "1.7000 | \n", "17.0 | \n", "5.205543 | \n", "1.120092 | \n", "1007.0 | \n", "2.325635 | \n", "39.43 | \n", "-121.22 | \n", "
20638 | \n", "1.8672 | \n", "18.0 | \n", "5.329513 | \n", "1.171920 | \n", "741.0 | \n", "2.123209 | \n", "39.43 | \n", "-121.32 | \n", "
20639 | \n", "2.3886 | \n", "16.0 | \n", "5.254717 | \n", "1.162264 | \n", "1387.0 | \n", "2.616981 | \n", "39.37 | \n", "-121.24 | \n", "
20640 rows × 8 columns
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