mlearn

Mathematics of Machine Learning
git clone git://popovic.xyz/mlearn.git
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commit 447ada7536c5a78bd4a03e9a9ec6e30f37eaaffc
parent ad1d58884a0420f44ac1db1746970678c8130446
Author: miksa <milutin@popovic.xyz>
Date:   Thu, 28 Apr 2022 08:13:17 +0200

last commit for binary classifier

Diffstat:
A.ipynb_checkpoints/lecture-checkpoint.ipynb | 109+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
Mass01/Analysis of Mystery Machine.ipynb | 159++++++++++++++++++++++++++++++++++++++++---------------------------------------
Mass01/prediction.csv | 72++++++++++++++++++++++++++++++++++++------------------------------------
Alecture.ipynb | 162+++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
4 files changed, 388 insertions(+), 114 deletions(-)

diff --git a/.ipynb_checkpoints/lecture-checkpoint.ipynb b/.ipynb_checkpoints/lecture-checkpoint.ipynb @@ -0,0 +1,109 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6ab8cfce", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.simplefilter('ignore', np.RankWarning)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5b124816", + "metadata": {}, + "outputs": [], + "source": [ + "iterations = 50\n", + "degrees = [3, 4, 7, 20]\n", + "largeNumber = 1000\n", + "\n", + "RademacherPoly = np.ones([iterations, len(degrees)])\n", + "EmpErrorsPoly = np.zeros([iterations, len(degrees)])\n", + "ErrorsPoly = np.ones([iterations, len(degrees)])\n", + "\n", + "#test data\n", + "x_test = np.arange(-1, 1, 1/largeNumber)\n", + "y_test = (x_test - 0.3) * (x_test + 0.15) * x_test * (x_test + 0.75) * (x_test - 0.8)\n", + "\n", + "#precompute training data\n", + "x = np.random.uniform(-1, 1, iterations)\n", + "y = (x - 0.3) * (x + 0.15) * x * (x + 0.75) * (x - 0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "2fb000c2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([45., 47., 41., 43., 52., 58., 51., 52., 55., 44., 49., 50., 50.,\n", + " 50., 46., 59., 47., 58., 59., 44.]),\n", + " array([-9.98646814e-01, -8.98862753e-01, -7.99078691e-01, -6.99294630e-01,\n", + " -5.99510569e-01, -4.99726507e-01, -3.99942446e-01, -3.00158384e-01,\n", + " -2.00374323e-01, -1.00590262e-01, -8.06200277e-04, 9.89778611e-02,\n", + " 1.98761922e-01, 2.98545984e-01, 3.98330045e-01, 4.98114107e-01,\n", + " 5.97898168e-01, 6.97682229e-01, 7.97466291e-01, 8.97250352e-01,\n", + " 9.97034414e-01]),\n", + " <BarContainer object of 20 artists>)" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c91fbfac", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/ass01/Analysis of Mystery Machine.ipynb b/ass01/Analysis of Mystery Machine.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 29, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -254,7 +254,7 @@ "[5 rows x 100 columns]" ] }, - "execution_count": 30, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -281,7 +281,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -600,7 +600,7 @@ "[8 rows x 100 columns]" ] }, - "execution_count": 31, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -618,12 +618,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -655,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -664,48 +664,56 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 33, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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zY9NZCXyyqh6uqm8Ba+ku70uSNKeqqoAa1faSrEqyJsmajRs3jmqzkqQ5MJt7ak5oN1+eOdAfeegzYB4sJEkjcFfrVkb7uaGVrwf2GKi3eyubrvxxqur0qlpRVSuWLVs28sAlSaOztUnNacBzgf2AO4D3znQDHiwkSSNwITAxgtlRwAUD5W9so6C9FHigdVP7B+DVSXZqJ+Re3cokST22dGtWqqq7JqaTfAj4TJsd+gyYJEkzkeQc4JXALknW0Y1idjJwXpJjgduAw1v1i4GD6bpBPwQcA1BV9yb5M+Crrd6fVtWwXawlSduorUpqkjxz4MbM3wAmRka7EPhEkvcBz6IbSvMrs45SkrToVdWR0yw6YIq6BRw/zXbOBM4cYWiSpDHbYlIzzZmxVybZj+6GzFuB3wGoqmuTnAdcB2wCjq+qR+YkckmSJEliiKRmmjNjZ2ym/ruAd80mKEmSJEka1mxGP5MkSZKksTOpkSRJktRrJjWSJEmSes2kRpIkSVKvmdRIkiRJ6jWTGkmSJEm9ZlIjSZIkqde2+JwaaRjLV1807hAkSZK0SHmlRpIkSVKvmdRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJkiT1mkmNJEmSpF4zqZEkSZLUayY1kiRJknrNpEaSJElSr5nUSJIkSeo1kxpJkiRJvbbFpCbJmUk2JLlmoOzdSW5IcnWS85Ps2MqXJ/lBkqva66/nMHZJkiRJGupKzVnAgZPKLgH2rapfAL4JnDSw7Oaq2q+9jhtNmJIkSZI0tS0mNVX1ReDeSWWfq6pNbfZyYPc5iE2SJEmStmgU99T8NvDZgfm9knwtyT8lefl0KyVZlWRNkjUbN24cQRiSJEmSFqNZJTVJ3g5sAj7eiu4A9qyqFwEnAp9I8rSp1q2q06tqRVWtWLZs2WzCkCRJkrSIbXVSk+Ro4FDgdVVVAFX1cFXd06avAG4Gnj+COCVJmlaS/5Lk2iTXJDknyZOS7JXky0nWJjk3yXat7vZtfm1bvnzM4UuSZmmrkpokBwJvBQ6rqocGypclWdKmnwPsDdwyikAlSZpKkt2A3wdWVNW+wBLgCOAvgFOq6nnAfcCxbZVjgfta+SmtniSpx4YZ0vkc4J+BFyRZl+RY4IPADsAlk4ZufgVwdZKrgE8Bx1XVvVNtV5KkEVoK/IskS4En03WH/lW6YxHA2cBr2vTKNk9bfkCSzF+okqRRW7qlClV15BTFZ0xT99PAp2cblCRJw6qq9UneA3wb+AHwOeAK4P6BkTrXAbu16d2A29u6m5I8ADwDuHtwu0lWAasA9txzz7luhiRpFkYx+pkkSWOTZCe6qy97Ac8CnsLjn682Yw5oI0n9YVIjSeq7VwHfqqqNVfVj4G+BlwE7tu5o0D1PbX2bXg/sAdCWPx24Z35DliSNkkmNJKnvvg28NMmT270xBwDXAZcBr211jgIuaNMXtnna8s9PjOIpSeonkxpJUq9V1Zfpbvi/EvgG3bHtdOAPgBOTrKW7Z2biftAzgGe08hOB1fMetCRppLY4UIAkSdu6qnoH8I5JxbcA+09R94fAf5iPuCRJ88MrNZIkSZJ6zaRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpIkSVKvmdRIkiRJ6rWl4w5A0mgsX33RWPd/68mHjHX/kiRp8fJKjSRJkqReM6mRJEmS1GtDJTVJzkyyIck1A2U7J7kkyU3t506tPEk+kGRtkquTvHiugpckSZKkYa/UnAUcOKlsNXBpVe0NXNrmAQ4C9m6vVcBpsw9TkiRJkqY2VFJTVV8E7p1UvBI4u02fDbxmoPwj1bkc2DHJM0cQqyRJkiQ9zmzuqdm1qu5o03cCu7bp3YDbB+qta2WSJEmSNHIjGSigqgqomayTZFWSNUnWbNy4cRRhSJIkSVqEZpPU3DXRraz93NDK1wN7DNTbvZU9RlWdXlUrqmrFsmXLZhGGJEmSpMVsNknNhcBRbfoo4IKB8je2UdBeCjww0E1NkiRJkkZq6TCVkpwDvBLYJck64B3AycB5SY4FbgMOb9UvBg4G1gIPAceMOGZJkiRJ+omhkpqqOnKaRQdMUbeA42cTlCRJkiQNayQDBUiSJEnSuJjUSJIkSeo1kxpJUu8l2THJp5LckOT6JL+UZOcklyS5qf3cqdVNkg8kWZvk6iQvHnf8kqTZMamRJC0E7wf+vqr+JfBC4HpgNXBpVe0NXNrmAQ4C9m6vVcBp8x+uJGmUTGokSb2W5OnAK4AzAKrqR1V1P7ASOLtVOxt4TZteCXykOpcDO048d02S1E8mNZKkvtsL2Aj8ryRfS/LhJE8Bdh14TtqdwK5tejfg9oH117Wyx0iyKsmaJGs2btw4h+FLkmbLpEaS1HdLgRcDp1XVi4Dv89OuZsBPHjdQM9loVZ1eVSuqasWyZctGFqwkafRMaiRJfbcOWFdVX27zn6JLcu6a6FbWfm5oy9cDewysv3srkyT1lEmNJKnXqupO4PYkL2hFBwDXARcCR7Wyo4AL2vSFwBvbKGgvBR4Y6KYmSeqhpeMOQJKkEfg94ONJtgNuAY6hO3F3XpJjgduAw1vdi4GDgbXAQ62uJKnHTGokSb1XVVcBK6ZYdMAUdQs4fq5jkiTNH7ufSZIkSeo1kxpJkiRJvWZSI0mSJKnXTGokSZIk9ZpJjSRJkqReM6mRJEmS1GsmNZIkSZJ6zaRGkiRJUq+Z1EiSJEnqtaVbu2KSFwDnDhQ9B/hjYEfg/wE2tvK3VdXFW7sfDWf56ovGHYIkSZI0Flud1FTVjcB+AEmWAOuB84FjgFOq6j2jCFCSJEmSNmdU3c8OAG6uqttGtD1JkiRJGsqokpojgHMG5k9IcnWSM5PsNNUKSVYlWZNkzcaNG6eqIkmSJElbNOukJsl2wGHA37Si04Dn0nVNuwN471TrVdXpVbWiqlYsW7ZstmFIkiRJWqRGcaXmIODKqroLoKruqqpHqupR4EPA/iPYhyRJkiRNaRRJzZEMdD1L8syBZb8BXDOCfUiSJEnSlLZ69DOAJE8B/h3wOwPFf5lkP6CAWyctkyRJkqSRmlVSU1XfB54xqewNs4pIkiRJkmZgVKOfSZIkSdJYmNRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJkiT1mkmNJEmSpF4zqZEkSZLUayY1kqQFIcmSJF9L8pk2v1eSLydZm+TcJNu18u3b/Nq2fPlYA5ckzZpJjSRpoXgzcP3A/F8Ap1TV84D7gGNb+bHAfa38lFZPktRjJjWSpN5LsjtwCPDhNh/gV4FPtSpnA69p0yvbPG35Aa2+JKmnTGokSQvB/wDeCjza5p8B3F9Vm9r8OmC3Nr0bcDtAW/5Aq/8YSVYlWZNkzcaNG+cwdEnSbJnUSJJ6LcmhwIaqumKU262q06tqRVWtWLZs2Sg3LUkasaXjDkCSpFl6GXBYkoOBJwFPA94P7JhkabsaszuwvtVfD+wBrEuyFHg6cM/8hy1JGhWv1EiSeq2qTqqq3atqOXAE8Pmqeh1wGfDaVu0o4II2fWGbpy3/fFXVPIYsSRoxkxpJ0kL1B8CJSdbS3TNzRis/A3hGKz8RWD2m+CRJI2L3M0nSglFVXwC+0KZvAfafos4Pgf8wr4FJkuaUV2okSZIk9ZpJjSRJkqReM6mRJEmS1Guzvqcmya3A94BHgE1VtSLJzsC5wHLgVuDwqrpvtvuSJEmSpMlGdaXmV6pqv6pa0eZXA5dW1d7ApTiyjCRJkqQ5Mlfdz1YCZ7fps4HXzNF+JEmSJC1yo0hqCvhckiuSrGplu1bVHW36TmDXySslWZVkTZI1GzduHEEYkiRJkhajUTyn5t9W1fokPwNckuSGwYVVVUke96TmqjodOB1gxYoVPslZ6rnlqy8adwjcevIh4w5BkiSNwayv1FTV+vZzA3A+3YPO7kryTID2c8Ns9yNJkiRJU5lVUpPkKUl2mJgGXg1cA1wIHNWqHQVcMJv9SJIkSdJ0Ztv9bFfg/CQT2/pEVf19kq8C5yU5FrgNOHyW+5EkSZKkKc0qqamqW4AXTlF+D3DAbLYtSZIkScOYqyGdJUmSJGlemNRIkiRJ6jWTGkmSJEm9ZlIjSZIkqddMaiRJkiT1mkmNJEmSpF4zqZEkSZLUayY1kiRJknrNpEaSJElSr5nUSJIkSeo1kxpJkiRJvWZSI0mSJKnXTGokSZIk9ZpJjSSp15LskeSyJNcluTbJm1v5zkkuSXJT+7lTK0+SDyRZm+TqJC8ebwskSbNlUiNJ6rtNwFuqah/gpcDxSfYBVgOXVtXewKVtHuAgYO/2WgWcNv8hS5JGyaRGktRrVXVHVV3Zpr8HXA/sBqwEzm7VzgZe06ZXAh+pzuXAjkmeOb9RS5JGyaRGkrRgJFkOvAj4MrBrVd3RFt0J7NqmdwNuH1htXSuTJPXU0nEHsFAsX33RuEOQpEUtyVOBTwP/uaq+m+Qny6qqktQMt7eKrnsae+655yhDlSSNmFdqJEm9l+SJdAnNx6vqb1vxXRPdytrPDa18PbDHwOq7t7LHqKrTq2pFVa1YtmzZ3AUvSZq1rU5qNjPazDuTrE9yVXsdPLpwJUl6rHSXZM4Arq+q9w0suhA4qk0fBVwwUP7GNgraS4EHBrqpSZJ6aDbdzyZGm7kyyQ7AFUkuactOqar3zD48SZK26GXAG4BvJLmqlb0NOBk4L8mxwG3A4W3ZxcDBwFrgIeCYeY1WkjRyW53UtLNad7Tp7yWZGG1GkqR5U1VfAjLN4gOmqF/A8XMalCRpXo3knppJo80AnNAeaHbmxMPOJEmSJGkuzDqpmTzaDN1DzJ4L7Ed3Jee906y3KsmaJGs2btw42zAkSZIkLVKzSmqmGm2mqu6qqkeq6lHgQ8D+U63rqDKSJEmSRmE2o59NOdrMpKcy/wZwzdaHJ0mSJEmbN5vRz6YbbebIJPsBBdwK/M4s9iFJkiRJmzWb0c+mG23m4q0PR5K23vLVF411/7eefMhY9y9J0mI1ktHPJEmSJGlcTGokSZIk9ZpJjSRJkqReM6mRJEmS1GsmNZIkSZJ6zaRGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXjOpkSRJktRrJjWSJEmSes2kRpIkSVKvLR13AKOwfPVF4w5BkiRJ0ph4pUaSJElSr5nUSJIkSeq1BdH9TJK2BePuCnvryYeMdf+SJI2LV2okSZIk9ZpJjSRJkqRem7OkJsmBSW5MsjbJ6rnajyRJW8PjlCQtHHOS1CRZApwKHATsAxyZZJ+52JckSTPlcUqSFpa5Gihgf2BtVd0CkOSTwErgujnanyRJM+FxSppn4x5MZVvggC5zZ66Smt2A2wfm1wG/OFghySpgVZt9MMmNW7GfXYC7tyrCflks7YTF01bbubBsE+3MX8x6E88eQRh9MV/HqXHaJj6X88w2Lw69bfMs/k/3ts2DZtj+6do85bFqbEM6V9XpwOmz2UaSNVW1YkQhbbMWSzth8bTVdi4si6Wdi80ojlPjtBg/l7Z5cbDNi8NM2zxXAwWsB/YYmN+9lUmStC3wOCVJC8hcJTVfBfZOsleS7YAjgAvnaF+SJM2UxylJWkDmpPtZVW1KcgLwD8AS4MyqunYOdtXbbgEztFjaCYunrbZzYVks7Vww5vE4NU6L8XNpmxcH27w4zKjNqaq5CkSSJEmS5tycPXxTkiRJkuaDSY0kSZKkXtvmk5okeyS5LMl1Sa5N8uYp6uyU5PwkVyf5SpJ9xxHrbCR5Uov9662dfzJFne2TnJtkbZIvJ1k+hlBnZch2viLJlUk2JXntOOIchSHbemL7bF+d5NIkvXtOyJDtPC7JN5JcleRLfXxy+zDtHKj775NUkkU1/Ka2PUl+L8kN7TP7l+OOZz4leUv7O9xl3LHMtSTvbu/z1e370I7jjmmuJDkwyY3tu9Dqcccz14b5HrxQJVmS5GtJPjNM/W0+qQE2AW+pqn2AlwLHT/GF6G3AVVX1C8AbgffPc4yj8DDwq1X1QmA/4MAkL51U51jgvqp6HnAKMPtH7c2/Ydr5beBo4BPzG9rIDdPWrwEr2mf3U0Afv3QM085PVNW/qqr96Nr4vvkNcSSGaSdJdgDeDHx5fsOTHivJrwArgRdW1c8D7xlzSPMmyR7Aq+mOJ4vBJcC+7VjyTeCkMcczJ5IsAU4FDgL2AY7s40myGRrme/BC9Wbg+mErb/NJTVXdUVVXtunv0TVut0nV9gE+3+rcACxPsuu8BjpL1XmwzT6xvSaP4rASOLtNfwo4IEnmKcSRGKadVXVrVV0NPDrf8Y3SkG29rKoearOX0z0ro1eGbOd3B2afMnl5Hwz5NwrwZ3QnHH44X7FJ0/hd4OSqehigqjaMOZ75dArwVnr4v2ZrVNXnqmpTm+3lsWRI+wNrq+qWqvoR8Em670YL1pDfgxecJLsDhwAfHnadbT6pGdS6W72Ix58B/Trwm63O/sCz6eEfdLvMdhWwAbikqia3czfgduiGIwUeAJ4xr0GOwBDtXDBm2NZjgc/OS2AjNkw7kxyf5Ga6KzW/P88hjsSW2pnkxcAeVXXROOKTJnk+8PLWXfmfkrxk3AHNhyQrgfVV9fVxxzImv01PjyVD+Mn3oGYdi+AL/oTNfA9eiP4H3YmJoU9wz8lzauZCkqcCnwb+86SzvgAnA+9vXza+Qdel55H5jXD2quoRYL/WF/b8JPtW1TVjDmvkFks7Yfi2Jnk9sAL45XkOcSSGaWdVnQqcmuS3gD8Ejpr/SGdnc+1M8gS6bnVHjy9CLTZJ/hH42SkWvZ3uGL8zXZeVlwDnJXlOLYBnOWyh3W+j63q2oGyuzVV1QavzdrruSh+fz9g097bwPXhBSXIosKGqrkjyymHX60VSk+SJdG/kx6vqbycvb2/uMa1ugG8Bt8xrkCNUVfcnuQw4EBj8Yrge2ANYl2Qp8HTgnjGEOBKbaeeCs7m2JnkV3YH4lye6ifTVkO/pJ4HT5i+q0ZumnTsA+wJfaL1Cfxa4MMlhVbVmPJFqoauqV023LMnvAn/bkpivJHkU2AXYOF/xzZXp2p3kXwF7AV9vf4e7A1cm2b+q7pzHEEduc+81QJKjgUOBAxZC4jqNie9BE3ZvZQvalr4HL0AvAw5LcjDwJOBpST5WVa/f3ErbfPezlqScAVxfVVPeXJxkxyTbtdk3AV/sWxabZNnEaCVJ/gXw74AbJlW7kJ+e3X4t8Pm+/eMasp0LwjBtTfIi4H8Ch/W1v/uQ7dx7YPYQ4KZ5C3BEttTOqnqgqnapquVVtZyuX7sJjcbpfwO/ApDk+cB2wN3jDGiuVdU3qupnBv4O1wEv7ntCsyVJDqTrqnPYwH2aC9FXgb2T7NW+9x1B991owRrme/BCU1UnVdXu7W/4CLrvu5tNaKAfV2peBrwB+EbrXgbdpeU9Aarqr4GfA85OUsC1dPcm9M0z6dqwhC7ZPK+qPpPkT4E1VXUh3Yf6o0nWAvfSvdF9s8V2tn7f5wM7Ab+e5E/ayD19M8x7+m7gqcDftLOK366qw8YW8dYZpp0ntCtSPwbuo4ddzxiundK25EzgzCTXAD8CjurbiTAN7YPA9sAl7VhyeVUdN96QRq+qNiU5AfgHYAlwZlVdO+aw5tqU34Or6uLxhbRtiv/fJEmSJPXZNt/9TJIkSZI2x6RGkiRJUq+Z1EiSJEnqNZMaSZIkSb1mUiNJkiSp10xqJEmSJPWaSY0kSZKkXvu/5sIz+r/YJxoAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -756,7 +764,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -779,7 +787,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -788,28 +796,32 @@ "Text(0.5, 1.0, 'Distribution of min value--- not running')" ] }, - "execution_count": 35, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 1008x288 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -846,7 +858,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -1271,7 +1283,7 @@ "[100 rows x 100 columns]" ] }, - "execution_count": 36, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -1282,29 +1294,33 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 9, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "<Figure size 864x864 with 2 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 864x432 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1329,7 +1345,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -1338,18 +1354,20 @@ "Text(0.5, 1.0, 'Blue Switch On')" ] }, - "execution_count": 38, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1367,7 +1385,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1376,7 +1394,7 @@ "[Text(0.5, 0, 'Blue Switch On'), Text(1.5, 0, 'Blue Switch Off')]" ] }, - "execution_count": 39, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -1421,7 +1439,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -1453,7 +1471,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -1474,7 +1492,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -1510,7 +1528,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1541,7 +1559,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1559,7 +1577,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1568,7 +1586,7 @@ "0.8567839195979899" ] }, - "execution_count": 45, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1600,7 +1618,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -1624,16 +1642,16 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<matplotlib.collections.PathCollection at 0x7f5b4054b010>" + "<matplotlib.collections.PathCollection at 0x7f122148f490>" ] }, - "execution_count": 47, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, @@ -1662,7 +1680,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 236, "metadata": {}, "outputs": [ { @@ -1672,13 +1690,12 @@ " min_samples_split=7, random_state=100)" ] }, - "execution_count": 48, + "execution_count": 236, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "\n", "dum2_train = data_train[data_train[:,1]==1]\n", "d2_train = dum2_train[dum2_train[:,82] <= 3.5]\n", "\n", @@ -1694,7 +1711,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 237, "metadata": {}, "outputs": [], "source": [ @@ -1703,10 +1720,10 @@ " for i in range(X_data.shape[0]):\n", " if X_data[:,0][i] == 0:\n", " pred.append(0)\n", - " elif X_data[:,0][i] not in [0, 1]:\n", - " pred.append(0)\n", - " elif X_data[:,81][i] > 3.5:\n", - " pred.append(0)\n", + " #elif X_data[:,0][i] not in [0, 1]:\n", + " # pred.append(0)\n", + " #elif X_data[:,81][i] > 3.5:\n", + " # pred.append(0)\n", " else:\n", " clf_pred = int(classifier.predict(X_data[i:i+1]))\n", " if np.all(y_data != None):\n", @@ -1722,7 +1739,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 238, "metadata": {}, "outputs": [ { @@ -1732,7 +1749,7 @@ "Training Data\n", "98.54510184287099 %\n", "Given Data all toghether\n", - "99.05000000000001 %\n" + "91.05 %\n" ] } ], @@ -1752,7 +1769,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 239, "metadata": {}, "outputs": [], "source": [ @@ -1763,7 +1780,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 240, "metadata": {}, "outputs": [ { @@ -1772,13 +1789,13 @@ "Text(0.5, 1.0, 'y_train')" ] }, - "execution_count": 54, + "execution_count": 240, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", "text/plain": [ "<Figure size 1152x720 with 4 Axes>" ] @@ -1789,7 +1806,7 @@ ], "source": [ "fig, ax = plt.subplots(2, 2, figsize=[16, 10])\n", - "ax[0][0].hist(pred3)\n", + "ax[0][0].hist(pred2)\n", "ax[0][0].set_title(\"Prediction of Test Data\")\n", "ax[0][1].hist(data_train[:, 0])\n", "ax[0][1].set_title(\"All Data\")\n", @@ -1805,25 +1822,11 @@ "metadata": {}, "outputs": [], "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python 3", "language": "python", "name": "python3" }, diff --git a/ass01/prediction.csv b/ass01/prediction.csv @@ -10,10 +10,10 @@ 0 1 1 -0 1 1 -0 +1 +1 0 0 0 @@ -22,6 +22,7 @@ 0 0 1 +1 0 0 0 @@ -30,9 +31,8 @@ 0 0 0 -0 -0 -0 +1 +1 0 0 0 @@ -71,10 +71,10 @@ 1 0 1 -0 1 1 -0 +1 +1 0 0 1 @@ -84,27 +84,27 @@ 1 1 1 -0 +1 0 0 0 0 1 0 -0 -0 -0 +1 0 1 0 1 1 +1 +1 0 1 0 1 1 -0 +1 0 0 1 @@ -118,7 +118,7 @@ 0 1 0 -0 +1 0 0 0 @@ -150,7 +150,7 @@ 1 0 1 -0 +1 0 0 0 @@ -175,7 +175,7 @@ 1 0 0 -0 +1 0 1 1 @@ -196,7 +196,7 @@ 1 0 0 -0 +1 0 1 0 @@ -212,7 +212,7 @@ 0 1 1 -0 +1 0 1 0 @@ -234,7 +234,7 @@ 1 0 0 -0 +1 1 0 1 @@ -251,7 +251,7 @@ 0 0 0 -0 +1 0 0 0 @@ -280,23 +280,23 @@ 0 0 0 -0 1 -0 1 0 -0 -0 +1 0 1 0 0 +1 +1 +1 0 0 0 1 1 -0 +1 1 0 1 @@ -348,9 +348,9 @@ 1 0 1 -0 1 -0 +1 +1 0 1 0 @@ -364,7 +364,7 @@ 1 1 0 -0 +1 0 1 1 @@ -409,22 +409,22 @@ 0 0 1 -0 -0 -0 1 1 0 -0 +1 +1 +1 0 0 1 1 1 1 +1 0 0 -0 +1 0 1 1 @@ -475,7 +475,7 @@ 0 1 0 -0 +1 1 1 0 @@ -486,15 +486,15 @@ 1 0 1 -0 1 1 1 1 -0 +1 +1 1 1 0 0 0 -0 +1 diff --git a/lecture.ipynb b/lecture.ipynb @@ -0,0 +1,162 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "59c78675", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import warnings\n", + "warnings.simplefilter('ignore', np.RankWarning)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "1aad8b4c", + "metadata": {}, + "outputs": [], + "source": [ + "iterations = 50\n", + "degrees = [3, 4, 7, 20]\n", + "largeNumber = 1000\n", + "\n", + "RademacherPoly = np.ones([iterations, len(degrees)])\n", + "EmpErrorsPoly = np.zeros([iterations, len(degrees)])\n", + "ErrorsPoly = np.ones([iterations, len(degrees)])\n", + "\n", + "#test data\n", + "x_test = np.arange(-1, 1, 1/largeNumber)\n", + "y_test = (x_test - 0.3) * (x_test + 0.15) * x_test * (x_test + 0.75) * (x_test - 0.8)\n", + "\n", + "#precompute training data\n", + "x = np.random.uniform(-1, 1, iterations)\n", + "y = (x - 0.3) * (x + 0.15) * x * (x + 0.75) * (x - 0.8)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "83c3bea1", + "metadata": {}, + "outputs": [], + "source": [ + "for m in range(1, iterations):\n", + " x_short = x[0:m]\n", + " y_short = y[0:m]\n", + " \n", + " for k in range(len(degrees)):\n", + " # fit polynomials to data\n", + " p = np.poly1d(np.polyfit(x_short, y_short, degrees[k]))\n", + " \n", + " #compute errors\n", + " y_exp = p(x_test) - y_test\n", + " y_emp = p(x_short) - y_short\n", + " EmpErrorsPoly[m, k] = abs(y_emp).mean()\n", + " ErrorsPoly[m, k] = abs(y_exp).mean()\n", + " \n", + " #estimate empirical Rademacher complexities\n", + " err = 0\n", + " for it in range(largeNumber):\n", + " rdm = 2*np.round(np.random.uniform(0, 1, m))-1\n", + " p = np.poly1d(np.polyfit(x_short, rdm, degrees[k]))\n", + " err = err + np.dot(p(x_short), rdm)/m\n", + " \n", + " RademacherPoly[m, k] = err/largeNumber" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "493d868e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Expected errors')" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 1296x360 with 3 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(1, 3, figsize= [18, 5])\n", + "\n", + "ax[0].plot(np.arange(iterations), RademacherPoly)\n", + "ax[0].legend([f'Degree {s}' for s in degrees], loc='best')\n", + "ax[0].set_title('Rademacher Complexities', c='white')\n", + "\n", + "ax[1].semilogy(np.arange(iterations), EmpErrorsPoly)\n", + "ax[1].legend([f'Degree {s}' for s in degrees], loc='best')\n", + "ax[1].set_title('Empirical Erros', c='white')\n", + "\n", + "ax[2].semilogy(np.arange(iterations), ErrorsPoly)\n", + "ax[2].legend([f'Degree {s}' for s in degrees], loc='best')\n", + "ax[2].set_title('Expected errors', c='white')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "fcc108f0", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1de22922", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "87ef752d", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.10.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}