diff --git a/Polynomial Regression.ipynb b/Polynomial Regression.ipynb index 729617a..f766257 100644 --- a/Polynomial Regression.ipynb +++ b/Polynomial Regression.ipynb @@ -42,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -164,7 +164,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 41, "metadata": {}, "outputs": [], "source": [ @@ -191,7 +191,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -229,7 +229,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 53, "metadata": { "scrolled": true }, @@ -252,7 +252,7 @@ "\n", "# BGD z momentum\n", "def momentum(X, Y, theta, cost_function = mean_squared_error, \n", - " learning_rate=0.1, momentum = 0.9, epochs=30):\n", + " learning_rate=0.1, momentum = 0.3, epochs=30):\n", " cost = cost_function(theta, X, Y)\n", " logs = [[cost, theta]]\n", " delta_history = [np.matrix([0]*(degree+1)).T]\n", @@ -307,31 +307,33 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, + "execution_count": 54, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SGD:\n", - "f(x) = 34.06033951445318x^0 + 43.85258948907885x^1 + 49.46046316253574x^2 + 52.05621808156889x^3 + 52.51952473344481^4\n", + "f(x) = 16.32876722693443x^0 + 34.45307103302153x^1 + 45.94300992401012x^2 + 52.620176422095824x^3 + 55.84736037491846^4\n", "600001 updates\n", "\n", "BGD:\n", - "f(x) = -65.64506277392528x^0 + 68.77648241256031x^1 + 114.75349304333466x^2 + 102.20675310280708x^3 + 52.80014652046691^4\n", + "f(x) = -65.64506277392503x^0 + 68.77648241255996x^1 + 114.75349304333463x^2 + 102.20675310280693x^3 + 52.80014652046723^4\n", "82705 updates\n", "\n", "MBGD:\n", - "f(x) = -32.29122418991072x^0 + 53.876193091384174x^1 + 86.86638770732357x^2 + 84.88913589397598x^3 + 60.97817901045005^4\n", + "f(x) = -43.73372717859179x^0 + 44.52908852914625x^1 + 88.75625965596099x^2 + 102.68565372634689x^3 + 96.42646314762048^4\n", "37501 updates\n", "\n", "momentum:\n", - "f(x) = 8.015549563834169x^0 + 38.129978604712115x^1 + 58.33870778356634x^2 + 71.22019895802788x^3 + 78.72511869002662^4\n", + "f(x) = 46.73334506478952x^0 + 46.04136957395274x^1 + 44.48349874963421x^2 + 42.3749456478724x^3 + 39.943624482130815^4\n", "61 updates\n", "\n", "steepest descent:\n", - "f(x) = 13.63864883159118x^0 + 39.09249361981945x^1 + 55.99541645170295x^2 + 66.58927282539138x^3 + 72.568097240031^4\n", + "f(x) = 13.638648831593645x^0 + 39.092493619820296x^1 + 55.99541645170152x^2 + 66.58927282539155x^3 + 72.5680972400324^4\n", "61 updates\n", "\n" ] @@ -382,7 +384,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 52, "metadata": { "scrolled": false }, @@ -427,7 +429,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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\n", + "image/png": 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ExLqIWLd58+Z9re9+Sa8xIkmSuqgXIW4DsCEzby6vr6EKdY+WQ6SU50216Y+pzb8UeKSUL21TvpvMvDQzV2TmiqGhoY6tSDueWiFJkqbDtIe4clbrwxHxklJ0GnA3cB2wupStBq4tw9cBqyJifkQcR3UCwy3lkOvWiDilnJV6Tm0eSZKkWW1P14nrlj8BPh8R84CfAL9PFSivLhcSfgg4GyAz74qIq6mC3jBwfmaOlOWcB1xOdfeI68tDkiRp1utJiMvM26guGjzRaZNMfxFwUZvydcCJHa2cJElSA/TiN3GSJEl6jgxxkiRJDWSI65Jsf7UTSZKkjjDEdZhXGJEkSdPBECdJktRAhjhJkqQGMsRJkiQ1kCFOkiSpgQxxkiRJDWSI65L0CiOSJKmLDHEdFl5jRJIkTQNDnCRJUgMZ4iRJkhrIECdJktRAhjhJkqQGMsRJkiQ1kCGuS7zCiCRJ6iZDXMd5jRFJktR9hjhJkqQGMsRJkiQ1kCFOkiSpgQxxkiRJDWSIkyRJaiBDXJdkepERSZLUPYa4DguvMCJJkqaBIU6SJKmBDHGSJEkNZIiTJElqoJ6FuIjoj4jvR8Q/lteHRcQNEXFfeT60Nu2FEbE+Iu6NiNNr5SdFxB1l3MUR/iJNkiTNDb3siXsXcE/t9QXAjZm5HLixvCYijgdWAScAK4FPRUR/mecSYA2wvDxWTk/VJUmSeqsnIS4ilgL/AfhMrfgMYG0ZXgucWSu/KjO3Z+b9wHrg5Ig4GlicmTdldT2PK2rz9JwXGJEkSd3Uq564jwPvA1q1sqMycyNAeT6ylC8BHq5Nt6GULSnDE8t3ExFrImJdRKzbvHlzR1ZgMh7PlSRJ02HaQ1xEvAnYlJm37u0sbcpyivLdCzMvzcwVmbliaGhoL99WkiRp5hrowXu+FnhzRLwRWAAsjoj/AzwaEUdn5sZyqHRTmX4DcExt/qXAI6V8aZtySZKkWW/ae+Iy88LMXJqZy6hOWPh6Zv4ucB2wuky2Gri2DF8HrIqI+RFxHNUJDLeUQ65bI+KUclbqObV5JEmSZrVe9MRN5kPA1RFxLvAQcDZAZt4VEVcDdwPDwPmZOVLmOQ+4HFgIXF8ekiRJs15PQ1xmfhP4Zhl+DDhtkukuAi5qU74OOLF7NZQkSZqZvGNDt3iNEUmS1EWGuA7zphGSJGk6GOIkSZIayBAnSZLUQIY4SZKkBjLESZIkNZAhTpIkqYEMcV2SXmNEkiR1kSGuw7zAiCRJmg6GOEmSpAYyxEmSJDWQIU6SJKmBDHGSJEkNZIiTJElqIENcl6RXGJEkSV1kiOuw8BojkiRpGhjiJEmSGsgQJ0mS1ECGOEmSpAYyxEmSJDWQIU6SJKmBDHFd4iVGJElSNxniOizwGiOSJKn7DHGSJEkNZIiTJElqIEOcJElSAxniJEmSGmjaQ1xEHBMR34iIeyLiroh4Vyk/LCJuiIj7yvOhtXkujIj1EXFvRJxeKz8pIu4o4y6O8M6lkiRpbuhFT9ww8F8y8xeBU4DzI+J44ALgxsxcDtxYXlPGrQJOAFYCn4qI/rKsS4A1wPLyWDmdKzIVrzAiSZK6adpDXGZuzMzvleGtwD3AEuAMYG2ZbC1wZhk+A7gqM7dn5v3AeuDkiDgaWJyZN2VmAlfU5ukZ+wIlSdJ06Olv4iJiGfAK4GbgqMzcCFXQA44sky0BHq7NtqGULSnDE8slSZJmvZ6FuIhYBPwD8O7M3DLVpG3Kcorydu+1JiLWRcS6zZs373tlJUmSZpiehLiIGKQKcJ/PzC+W4kfLIVLK86ZSvgE4pjb7UuCRUr60TfluMvPSzFyRmSuGhoY6tyKSJEk90ouzUwO4DLgnM/+mNuo6YHUZXg1cWytfFRHzI+I4qhMYbimHXLdGxCllmefU5pEkSZrVBnrwnq8F3g7cERG3lbL/BnwIuDoizgUeAs4GyMy7IuJq4G6qM1vPz8yRMt95wOXAQuD68pAkSZr1pj3EZea/0P73bACnTTLPRcBFbcrXASd2rnadU50wK0mS1B3esUGSJKmBDHGSJEkNZIiTJElqIEOcJElSAxniJEmSGsgQJ0mS1ECGuC7xAiOSJKmbDHEdFpNdAU+SJKmDDHGSJEkNZIiTJElqIEOcJElSAxniJEmSGsgQJ0mS1ECGuC5JrzEiSZK6yBDXYYHXGJEkSd1niJMkSWogQ5wkSVIDGeIkSZIayBAnSZLUQIY4SZKkBjLEdY3XGJEkSd1jiOuw8AojkiRpGhjiJEmSGsgQJ0mS1ECGOEmSpAYyxEmSJDWQIa5L0pNTJUlSFxniOuyQAwYBuPK7D/PgY0/3uDaSJGm2Guh1BZ6riFgJfALoBz6TmR/qZX2et3gBf/j6F3LZv9zPqX/9TU5edhi/+tIjedWyQ3nJ8xazaH7jm3ycLF2OMYevrZKZjLSSVkJ/X9DfN3fbQpKeq2d2DPPU9mEAgiACgur/TAB9ESxeODCn/++Mimzwcb+I6Ad+BPwGsAH4LvDWzLx7snlWrFiR69at63rdHt2yjStveYiv3vUo92zcMlb+vMULOHLxfIYWzefghYMctGCAgxYMsnBeP30RDPQFfX3V82gYyKwCQqs8V6+r4YG+YN5AH4P9fczr72OgP+irbdijg9WmP7Fsl5GxIJIMj1TPIy0YabUYaSXDrWTLtmG2btvJ1vK85dlhbvrJYwAsOWQhhx44yKL5AyyaP8jiBQMsXjjIYQfO44hF8xks9errqz6Aox++7TtHuHvjFp54ese4yyPXN8sEFs0f4HUvOoKRTFqtqq4jrRyr98NPPMOTz+xk+3CLnSOjjxw3PDzSYkd5ro8fblVlW7YN8xdnnMBgf9+u5bdG2yK57vZH+Mnmp8fKRv8GE733DS8mIkq4Y2zaABbOG2DooF3t0d8XtMt8Ez+WE99m9/G7V2TiNK1Mtu0c4dkdIzz+zE6e2jZMkmTZtsbaY6TFMztG2LR1+9jOczScDvT1ledg4bx+jjnsAPqjrENtBxsBfQGHL5rPvP6+KS99PdluuN3+uapPjBs/ui2VKpBZtdfovq16nbRau8qzarTa+u8azjJTlnlbmTy1rfqnEmVdq/WLsX8s9XWOseHx7TE67+jnc6x+tb/VaDvVvxwN9ldtP9jXx/zBPuYP9Nf/yruGSt3r+4nR+o/uP9rtS3LC65FWsm1na7e/w+ifY8u2nXzj3s382kuPHJs/2dXOmfD9h57gpBccxjGHLRybb+zvFLW/+YS/XTVcDfQF9PVF9Xmvf+4TWq3ksad3sH7TU4y0dtV1olbCab94JAcvHBzbB4ztD1q1fcBIsrPVYufwrvKRVrVvGGkl/VFt7wfM62fhYD/9fX3091Xr1N8X1WegL+gvde6bUN4XlM96tN+uJ/kUtJ+2/TRPbx/h8ad3TDr/gsF+Dj9wHjB+fz/SYqyN6/u7ceNL2c6RFpu3bicT+vp2bdPBrv3YP3zvp5z5iuezeMFg+T9W/V/qr/1fO+zAecwf2HUgcPQz2Mpk09bt/I9/nPRf+JiXLT2YPzr1RUD7bbA14fOfOX7f8OSzO9m0dfuky89MHn78WU4/8aixeVtlv9AqbbFjJHnVskN52dJD9ljf5yIibs3MFW3HNTzEvRr4YGaeXl5fCJCZfznZPNMV4uoe3bKNO3/6JPds3MKDjz3Dpq3b2bx1O1tqgahdGJiJDpo/MBY8Fy0YYLA/ePFRB7F12zBPPlsFg63bq3V68pmdbC3fpvbkyIPmc8C8/nFlozv9+3+2d4elj1g0nwWDfVWo7etjcCAY7B8/PNDXx7wJw/19wboHnuCH/7Z1j+/x0ucdxKkvOZL+Whgd/cd8+8M/58Yfbmo732i4mEkWzR+o/iGUfzBVWwWDA30M9AWHHzif+YN9ZDIuMA+3kp3DLR587Gm2DbfGQtFMW79Om9ffB7HrS9Xo81y1YLCvbS8JsNef++fq4IWDvODwA9qO27ZzhB89+tReLacvYKD2RXigr28scPT3BSOt5NnyBejZnSOdXIXGWbxggAPmDYx9Oa2Hmy3P7vpfNtgf7BzZ/w/I7792GS8cWjTuC9XovubDX/nhuC8az8XCwf625Xv7d/6zlS/lvFN/oSN1mcxUIa7px/aWAA/XXm8A/l2P6jKpoxYv4KjFCzjtF49qOz5LL0grq3+QIyPVP8zhkRaUgNA31gOwKzREMPYPdcdI9S1yx0iL0W/nE7/djy8b/w1+dGfVH7t2XPWygf7gwHkD9O3jocIdwy02P7WdVmv8B75VukLmD/SzaP4Ah5ZviO08u2OEBx57uny7Zde33Fr9Fs7r56AFg/tUt7rMZOOT22hl7tYOfbXXCyb5wI/aPjxCq1WFttFv3qN/t9Fvf088s7Nqg3IIdqSVk/Y6jXs94Tv47uP3tIyqnRYOVj0Ke1qX/VHv2dk5kjy6ZdtY71m7dZws+E3Ws1jvqRofHHd9G9/Vq7MrYIz1htXqUe8dq4cRaq9He9MG+mPS7Ssn/CMb3c53K2tV61X9vXf1QI3VZfRVrX7ZguHSI7RzpMWzO0Z2+8dYb9f69jZa//r+or4vmWzfEhEsHOwn2L1ncHRdtu1scfDCyT9vm7duH9/rOOHvNvr3LH+5sQnqf9PRkDD6eRzf61V9vhYM9E+5T/rpz59l67adY1/mBvrLl5X+YKA8D/b17dN+bTS813vkR1pVT+/IaA99vWdrtCerlO+2vEnfp03ZhKnr00TA0YsX0t8/vqd31GhPXX3fNLE9d/Uoluf6+DL9ng5hPrV9eNzPhlrli1/1BbDFtp0tfvbU7j1g9f37ogUDHHnQgknf4y2vOoafbH563Gd6fO84MOEz3G7aow9eMOn6tMoRnlaO34dA1ds6r4T+hfM6vx/dF03viTsbOD0z/1N5/Xbg5Mz8kwnTrQHWABx77LEnPfjgg9NeV0mSpH01VU9c089O3QAcU3u9FHhk4kSZeWlmrsjMFUNDQ9NWOUmSpG5peoj7LrA8Io6LiHnAKuC6HtdJkiSp6xr9m7jMHI6IPwa+SnWJkc9m5l09rpYkSVLXNTrEAWTml4Ev97oekiRJ06nph1MlSZLmJEOcJElSAxniJEmSGsgQJ0mS1ECGOEmSpAYyxEmSJDVQo2+7tT8iYjPQ7ftuHQH8rMvv0SS2x3i2xy62xXi2x3i2xy62xXhzqT1ekJltbzc150LcdIiIdZPd52wusj3Gsz12sS3Gsz3Gsz12sS3Gsz0qHk6VJElqIEOcJElSAxniuuPSXldghrE9xrM9drEtxrM9xrM9drEtxrM98DdxkiRJjWRPnCRJUgMZ4josIlZGxL0RsT4iLuh1fbolIh6IiDsi4raIWFfKDouIGyLivvJ8aG36C0ub3BsRp9fKTyrLWR8RF0dE9GJ99lVEfDYiNkXEnbWyjq1/RMyPiC+U8psjYtm0ruA+mqQ9PhgRPy3byG0R8cbauFnbHhFxTER8IyLuiYi7IuJdpXzObR9TtMVc3TYWRMQtEXF7aY8/L+VzbtuAKdtjTm4f+yUzfXToAfQDPwZeCMwDbgeO73W9urSuDwBHTCj7K+CCMnwB8OEyfHxpi/nAcaWN+su4W4BXAwFcD/xmr9dtL9f/9cArgTu7sf7AHwGfLsOrgC/0ep33oz0+CLy3zbSzuj2Ao4FXluGDgB+VdZ5z28cUbTFXt40AFpXhQeBm4JS5uG3soT3m5PaxPw974jrrZGB9Zv4kM3cAVwFn9LhO0+kMYG0ZXgucWSu/KjO3Z+b9wHrg5Ig4GlicmTdl9Qm7ojbPjJaZ3wYen1DcyfWvL+sa4LTRb5Yz0STtMZlZ3R6ZuTEzv1eGtwL3AEuYg9vHFG0xmVnbFgBZeaq8HCyPZA5uGzBle0xmVrfH/jDEddYS4OHa6w1MvcNqsgS+FhG3RsSaUnZUZm6EaucNHFnKJ2uXJWV4YnlTdXL9x+bJzGHgSeDwrtW8e/44In4Q1eHW0UNEc6Y9yqGbV1D1MMzp7WNCW8Ac3TYioj8ibgM2ATdk5pzeNiZpD5ij28e+MsR1Vrt0P1tP/31tZr4S+E3g/Ih4/RTTTtYuc6W99mf9Z0PbXAL8AvByYCPw0VI+J9ojIhYB/wC8OzO3TDVpm7JZ1R5t2mLObhuZOZKZLweWUvUinTjF5HO1Pebs9rGvDHGdtQE4pvZ6KfBIj+rSVZn5SHneBHyJ6lDyo6Vbm/K8qUw+WbtsKMMTy5uqk+s/Nk9EDAAHs/eHK2eEzHy07KBbwP+m2kZgDrRHRAxShZbPZ+YXS/Gc3D7atcVc3jZGZebPgW8CK5mj20ZdvT3cPvaeIa6zvgssj4jjImIe1Y8or+txnTouIg6MiINGh4E3AHdSrevqMtlq4NoyfB2wqpwldBywHLilHDbYGhGnlN8onFObp4k6uf71ZZ0FfL381qMxRv8pFb9FtY3ALG+PUvfLgHsy829qo+bc9jFZW8zhbWMoIg4pwwuBXwd+yBzcNmDy9pir28d+2d8zIny0fwBvpDoD68fA+3tdny6t4wupzhC6HbhrdD2pfmdwI3BfeT6sNs/7S5vcS+0MVGAF1Qf0x8AnKRegnukP4Eqqbv6dVN/0zu3k+gMLgL+n+uHuLcALe73O+9EenwPuAH5AtSM9ei60B/A6qsM1PwBuK483zsXtY4q2mKvbxsuA75f1vhP476V8zm0be2iPObl97M/DOzZIkiQ1kIdTJUmSGsgQJ0mS1ECGOEmSpAYyxEmSJDWQIU6SJKmBDHGSGiMiMiI+Wnv93oj4YBfe58pyy5/3TCh/R0ScU4Z/LyKe38H3PDUiXtPuvSSpnYFeV0CS9sF24Lcj4i8z82fdeIOIeB7wmsx8wcRxmfnp2svfo7ou1V7fZSQiBrK6f2M7pwJPAf/a5r0kaTf2xElqkmHgUuA9E0dExAsi4sbSg3ZjRBw71YIiYkFE/F1E3BER34+IXy2jvgYcGRG3RcSvTJjng6X37yyqi4t+vky3MCJOiohvRcStEfHV2m2UvhkR/zMivgW8KyL+Y0TcXN7znyLiqKhuDv8O4D2j7zv6XmUZL4+I75R1+1KUG4KXZX84Im6JiB+N1jciTihlt5V5lu9/k0uaqQxxkprmfwFvi4iDJ5R/ErgiM18GfB64eA/LOR8gM38JeCuwNiIWAG8GfpyZL8/Mf243Y2ZeA6wD3pbVzbuHgb8FzsrMk4DPAhfVZjkkM/99Zn4U+BfglMx8BXAV8L7MfAD4NPCxSd73CuDPyrrdAXygNm4gM08G3l0rfwfwiVK3FVR30ZA0y3g4VVKjZOaWiLgCeCfwbG3Uq4HfLsOfA/5qD4t6HVXwIjN/GBEPAi8GtuxHtV4CnAjcUN26kX6q25CN+kJteCnwhdJTNw+4f6oFl7B6SGZ+qxStpbqN0KgvludbgWVl+Cbg/RGxFPhiZt63ryskaeazJ05SE32c6v6sB04xzZ7uKRgdq021rLtKL9rLM/OXMvMNtfFP14b/Fvhk6QH8Q6p7Oz4X28vzCOWLeWb+X6oexWeBr0bErz3H95A0AxniJDVOZj4OXE0V5Eb9K7CqDL+N6rDlVL5dpiMiXgwcS3VT7b21FTioDN8LDEXEq8vyBiPihEnmOxj4aRlePcnyxmTmk8ATtd/nvR341sTp6iLihcBPMvNiqhuIv2zPqyOpaQxxkprqo8ARtdfvBH4/In5AFXTeBWOX6nhHm/k/BfRHxB1Uhzt/LzO3t5luMpcDn46I26gOn54FfDgibgduA14zyXwfBP4+Iv4ZqJ9h+/+A32p3QgVV2PtIWbeXA3+xh7q9Bbiz1O2lVL+pkzTLROaejjhIkiRpprEnTpIkqYEMcZIkSQ1kiJMkSWogQ5wkSVIDGeIkSZIayBAnSZLUQIY4SZKkBjLESZIkNdD/B9+EN3aWcXZYAAAAAElFTkSuQmCC\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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\n", + "image/png": 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\n", 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" ] @@ -591,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -616,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -632,7 +634,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [