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| author | Charles <sircharlesaze@gmail.com> | 2020-01-23 09:57:39 +0100 |
|---|---|---|
| committer | Charles <sircharlesaze@gmail.com> | 2020-01-23 09:57:39 +0100 |
| commit | 4537bdbebb5fe64c50080e7874d407f10a0676b7 (patch) | |
| tree | 8466528ae9c3865e2543e7fdb9e9301bfef40490 /notebook/ft_linear_regression_notebook.ipynb | |
| parent | 1e45848f0b84218dfbdb62e313b4c33791a98555 (diff) | |
| download | ft_linear_regression-4537bdbebb5fe64c50080e7874d407f10a0676b7.tar.gz ft_linear_regression-4537bdbebb5fe64c50080e7874d407f10a0676b7.tar.bz2 ft_linear_regression-4537bdbebb5fe64c50080e7874d407f10a0676b7.zip | |
WIP: CLI interface interact with Model class, subprogram call Model methods to satisfy the subject
Diffstat (limited to 'notebook/ft_linear_regression_notebook.ipynb')
| -rw-r--r-- | notebook/ft_linear_regression_notebook.ipynb | 70 |
1 files changed, 47 insertions, 23 deletions
diff --git a/notebook/ft_linear_regression_notebook.ipynb b/notebook/ft_linear_regression_notebook.ipynb index 6b61b71..8515c65 100644 --- a/notebook/ft_linear_regression_notebook.ipynb +++ b/notebook/ft_linear_regression_notebook.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -26,12 +26,12 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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3AdeVUWyXAC+WbrjdwIaIWFEGEGwoZZKkhqmye20V8PmIaH/On2Tmn0fEQ8A9EXED8CTw3rL9F4ErgUngB8D1AJl5KCI+DDxUtvtQZh6qsN6SpIpE5uD9/DE6Oprj4+O9roYkNUpE7OuY3lIJr0ggSaqNoSNJqo2hI0mqjaEjSaqNoSNJqo2hI0mqjaEjSaqNoSNJqo2hI0mqjaEjSaqNoSNJqo2hI0mqjaEjSaqNoSNJqo2hI0mqTZU3cZOk123n/im2757g6cMznDM8xJaxdWxcP9LraukkGTqS+s7O/VNs23GAmSNHAZg6PMO2HQcADJ6GM3SkATMIZwjbd0+8GjhtM0eOsn33ROO+i45l6EgDZFDOEJ4+PHNC5WoOBxJIA2ShM4QmOWd46ITK1RyGjjRABuUMYcvYOoZOWXZM2dApy9gytq5HNVK3GDrSABmUM4SN60e4+eoLGBkeIoCR4SFuvvqCRnURam7+piMNkC1j6475TQeae4awcf2IITOADB1pgLT/SDd99JoGl6EjDRjPENTP/E1HklQbQ0eSVBtDR5JUG0NHklQbQ0eSVBtDR5JUG0NHklQbQ0eSVBtDR5JUm8pDJyKWRcT+iPjvZX1tRDwYEZMRcXdEnFrKTyvrk+X1NR3vsa2UT0TEWNV1liRVo44znd8Evt6x/lHgY5n548ALwA2l/AbghVL+sbIdEXE+cC3wVuBy4L9GxLHXPJckNUKloRMRq4GfAz5d1gN4N3Bv2eROYGNZvqqsU16/rGx/FXBXZr6Umd8EJoGLqqy3JKkaVZ/p/Cfgd4BXyvqZwOHMfLmsHwTaVyYcAZ4CKK+/WLZ/tXyOfV4VEZsjYjwixqenp7v9PSRJXVBZ6ETEzwPPZ+a+qj6jU2belpmjmTm6cuXKOj5SknSCqry1waXAL0bElcAbgB8FPg4MR8TycjazGpgq208B5wIHI2I58Gbgux3lbZ37SJIapLIznczclpmrM3MNrYEAezPzl4EHgGvKZpuA+8ryrrJOeX1vZmYpv7aMblsLnAd8pap6S5Kq04ubuP0ucFdEfATYD9xeym8HPhsRk8AhWkFFZj4WEfcAjwMvAzdm5tH//20lSf0uWicTg2V0dDTHx8d7XQ1JapSI2JeZo1V+hrerlvrQzv1TbN89wdOHZzhneIgtY+u8BbUGgqEj9Zmd+6fYtuMAM0davchTh2fYtuMAgMGjxvPaa1Kf2b574tXAaZs5cpTtuyd6VCOpewwdqc88fXjmhMqlJjF0pD5zzvDQCZVLTWLoSH1my9g6hk459pq2Q6csY8vYuh7VSOoeBxJIfaY9WMDRazoRTRnxaOhIfWjj+pG+/IOh/tSkEY92r0lSwzVpxKOhI0kN16QRj4aOJDVck0Y8GjqS1HBNGvHoQAJJargmjXg0dCRpADRlxKPda5Kk2hg6kqTaGDqSpNoYOpKk2hg6kqTaRGb2ug5dFxHTwJO9rkcFzgK+0+tK9CHbZW62y9xsl7mdBZyemSur/JCBDJ1BFRHjmTna63r0G9tlbrbL3GyXudXVLnavSZJqY+hIkmpj6DTLbb2uQJ+yXeZmu8zNdplbLe3ibzqSpNp4piNJqo2hI0mqjaHTAxHxrYg4EBEPR8R4KTsjIvZExBPleUUpj4j4RERMRsQjEXFhx/tsKts/ERGbOsrfUd5/suwb9X/L44uIOyLi+Yh4tKOs8naY7zP6xTzt8nsRMVWOmYcj4sqO17aV7zgREWMd5ZeXssmI2NpRvjYiHizld0fEqaX8tLI+WV5fU883XpyIODciHoiIxyPisYj4zVK+pI+ZBdqlP4+ZzPRR8wP4FnDWrLJ/D2wty1uBj5blK4H/AQRwCfBgKT8D+NvyvKIsryivfaVsG2XfK3r9nedph3cBFwKP1tkO831GvzzmaZffA357jm3PB74GnAasBb4BLCuPbwBvAU4t25xf9rkHuLYsfxL49bL8fuCTZfla4O5et8Ws73o2cGFZfhPwN+X7L+ljZoF26ctjpucNthQfzB06E8DZHQfRRFn+FPC+2dsB7wM+1VH+qVJ2NvDXHeXHbNdvD2ANx/5xrbwd5vuMfnrM0S7z/QHZBmzrWN8N/OPy2D17u/LH9DvA8lL+6nbtfcvy8rJd9LotFmij+4D3eMzM2y59eczYvdYbCfxFROyLiM2lbFVmPlOWnwVWleUR4KmOfQ+WsoXKD85R3hR1tMN8n9HvfqN0E93R0b1zou1yJnA4M1+eVX7Me5XXXyzb953SjbMeeBCPmVfNahfow2PG0OmNd2bmhcAVwI0R8a7OF7P1z4YlP5a9jnZoUFvfCvxD4O3AM8B/6G11eici/h7w34APZOb3Ol9bysfMHO3Sl8eModMDmTlVnp8HPg9cBDwXEWcDlOfny+ZTwLkdu68uZQuVr56jvCnqaIf5PqNvZeZzmXk0M18B/pDWMQMn3i7fBYYjYvms8mPeq7z+5rJ934iIU2j9Yf3jzNxRipf8MTNXu/TrMWPo1CwiTo+IN7WXgQ3Ao8AuoD2KZhOtfllK+XVlJM4lwIvlNH83sCEiVpTT5g20+lmfAb4XEZeUkTfXdbxXE9TRDvN9Rt9q/8Er/hmtYwZa3+XaMopoLXAerR/DHwLOK6OOTqX1I++u8q/0B4Bryv6z27jdLtcAe8v2faH8d7wd+Hpm/seOl5b0MTNfu/TtMdPrH72W2oPWyJCvlcdjwAdL+ZnA/cATwJeAM0p5AH9Aa1TJAWC0471+FZgsj+s7ykfLAfYN4L/Qpz8GA5+jddp/hFY/8Q11tMN8n9Evj3na5bPlez9S/kc/u2P7D5bvOEHHSEVao7f+prz2wVnH4FdKe/0pcFopf0NZnyyvv6XXbTGrXd5Jq1vrEeDh8rhyqR8zC7RLXx4zXgZHklQbu9ckSbUxdCRJtTF0JEm1MXQkSbUxdCRJtTF0pApExJrouEq0pBZDR5JUm+XH30TSyYiIt9C6RMmfAJcCp9OaBf77tC4h/8+Bl4ArM/NQr+op1cEzHalCEbGOVuD8CjANvA24GvhHwL8DfpCZ64H/Q+uyK9JAM3Sk6qykdY2qX87Mr5WyBzLz/2bmNK3LwP9ZKT9A6x460kAzdKTqvAh8m9a1sdpe6lh+pWP9Fezu1hLgQS5V54e0ru67OyL+rteVkfqBZzpShTLz+8DPA78F/GiPqyP1nFeZliTVxjMdSVJtDB1JUm0MHUlSbQwdSVJtDB1JUm0MHUlSbQwdSVJt/h9uJKAVUDM82AAAAABJRU5ErkJggg==\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -64,12 +64,12 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -107,12 +107,12 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -161,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -173,7 +173,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -243,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 217, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -278,24 +278,24 @@ }, { "cell_type": "code", - "execution_count": 267, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import normalize\n", "\n", - "X = normalize([xs])[0]\n", - "Y = normalize([ys])[0]" + "X, Y = normalize([xs, ys])\n", + "#Y = normalize([ys])[0]" ] }, { "cell_type": "code", - "execution_count": 274, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -319,14 +319,14 @@ }, { "cell_type": "code", - "execution_count": 275, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "error before: 0.20767778959463673\n" + "error before: 0.7480087502767399\n" ] } ], @@ -336,15 +336,15 @@ }, { "cell_type": "code", - "execution_count": 276, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "-0.3766258389374899 0.2684839986208806\n", - "error after: 0.00022231909239872055\n" + "-0.3765733088322758 0.26847436709506317\n", + "error after: 0.00022231908719401474\n" ] } ], @@ -360,12 +360,12 @@ }, { "cell_type": "code", - "execution_count": 277, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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4OXbsjsC1wP5AD+BaM2uduvDzS6bW5E/b+8TXFlRVhb4Fv/xlWIpCRCKRyJVAD2CZu69w9/XAJKB//A7uPtvdP409nQu0jT3uDTzn7h+5+3+A54A+qQk9/2RqTf60vk9tbUF1dehfMGZMmEU0bVqDh4pI6iWSBEqA9+Ker4pt25xzgGeSOdbMhppZhZlVrNGiZJuVqTX5M/I+3/lOWHfoH/+AHXaA/v3DH9UWiGRUSgeGzex0oBwYk8xx7j7B3cvdvby4uDiVITUrmVqTP6Nr//fqBQsWwM03w/PPh6uCm29WbYFIhiTSY7gG2DXuedvYto2Y2VHACOBQd/887tjD6hz7QmMClSATfYsz+T4AtGwZ1h065RS4+OJvZhKNGxca34tI2iRyJTAP6GhmHcysFTAI2OgGrpmVAfcC/dx9ddxLM4BjzKx1bED4mNg2ySGZqk2gXbtQXPbEE/Dxx6G47JxzVFsgkkYNJgF33wBcRPjyXgpMdvclZjbSzPrFdhsDbAc8amYLzWxa7NiPgBsIiWQeMDK2TXJEpmoTNtKvX+hbcMUVMHFi6FvwwAOqLRBJAy0bIVvUa/QsauqZGlpSVMhLw49IfwCvvw4XXBAGkA86KNwi2nPP9L+vSI7RshGSFpmqTdisPfcMtQW//z0sXRr6FlxxhWoLRFJESUC2KFO1CVu01VZh3aGqKjjzzDB7SLUFIimhJCBblKnahITstFO4Ivj732H77UNdwYABYcVSEWkUJQHZoozWDCTqoIOgsjJcETz3HHTpEiqPVVsgkjQNDEtue+edUFswbVoYPxg/PhSgZamplTWMmVHN+2vX0aaokGG9O0WbUKXZ0MCwZFzG6ge2ZLfdQl3B1Knw3/+Gq4Rzz4V//zvzsTQgkum2Ig1QEpBGybovtP79Q23BsGHwxz+GvgUPPABZdKWbqaXARZKhJCCNkpVfaNttF8YJFiwIBWY//jEcemhoapMFIp9uK1IPJQFplKz+QttrL3jxxTCTaMkS2GcfGD488tqCrJhuK1KHkoA0StZ/odXWFlRXwxlnwE03haY2Tz0VWUhZNd1WJEZJQBolZ77QdtoJ7r8/XBlst13oeXzCCZHUFmTldFvJe5oiKo2Wc9Md16+H22+H668PVwrXXQeXXBKWshbJcY2dIqokIPln5cpQW/Dkk2H8YPx46Nkz6qjSKucStiRNdQIiiWrfPhSXTZ0Ka9eG4rLzzsvK2oJUyLrpvJJVlAQkf9XWFlx+eagp6Nw51Bhk2dVxU2XldF7JGkoCkt+22y6sO7RgAeyxBwwZAocdFpJDM5HV03klcgklATPrY2bVZrbMzIbX8/ohZrbAzDaY2Yl1XrvZzJaY2VIzu8vMLFXBi6RMt25hddL77guNbPbeG668Ej79NOrImizrp/NKpBpMAmZWAIwF+gKlwGAzK62z27vAEOChOsf2BHoB3YA9ge7AoU2OWiQdttoq9DSuqoLTT4fRoyOvLUiFnJnOK5FI5EqgB7DM3Ve4+3pgEtA/fgd3X+nui4C6TWAd2AZoBWwNtAQ+bHLUIulUXBzGCP72N9h221BbMHAgvPde1JE1iuoTZEtaJLBPCRD/f/8qYP9ETu7uc8xsNvBPwIB73H1p3f3MbCgwFKBdu3aJnFok/Q45JPQtuO02GDky9C24/vowvTTHagsGlJXoS1/qldaBYTP7AdAFaEtIJkeY2cF193P3Ce5e7u7lxcXF6QxJJDmtWoV1h954Aw4/PMwkKi+HOXOijkwkJRJJAjXArnHP28a2JeIEYK67f+LunwDPAAcmF6JIFqitLXj8cfjoo1BcNnRoeCySwxJJAvOAjmbWwcxaAYOARDt8vwscamYtzKwlYVB4k9tBIjnBLPQ0Xro0XBHcf3/oW9AMawskfzSYBNx9A3ARMIPwBT7Z3ZeY2Ugz6wdgZt3NbBVwEnCvmdUu4D4FWA4sBl4DXnP3J9Pwc4hkTnxtQceOobbg8MNDchDJMVo7SKQpvvoq9C244gr45JNwhfCrX4VZRSIZpLWDRKKw1VZh3aHqajj1VBg1KtQWTJ8edWQiCVESEEmF4mL4wx/ghRegsBCOOw5+9CNYtSrqyES2SElAJJUOPRQWLgxXBM88E2oLbrsNNmyIOjKReikJiKRabW3BkiWh4Oyyy0Jtwdy5UUcmsgklAZF06dAhrDv0l7+EXgU9e8JPfqLaAskqSgLSbEytrKHX6Fl0GD6dXqNnZUfTFLOw7tAbb8AvfhFmEnXuDBMnqrZAsoKSgDQLWd89a/vt4dZbYf58+P734ayz4IgjVFsgkVMSkGYhZ7pn7b03vPQSTJgAr70Wno8Y0Sz6FkhuUhKQZiGnumfV1hZUVcHgwfCb38Cee8LTT0cdmeQhJQFpFnKye9Z3vxvWHZo9G7beGn74QzjxxKypLcjKMRZJOSUBaRZyunvWYYeFW0M33hgqjbt0gdtvj7S2IOvHWCRllASkWcj57lmtWsFVV31TW3DppZHWFuTMGIs0WSKdxURyQrPonrX77qG24PHHQwez2r4Fo0ZB69YZCyOnxlikSXQlIJJtamsLli4NtQX33Rf6Fjz4YMZqC3JyjEUaRUlAJFvV1hZUVIQrhDPOgCOPDLOK0iynx1gkKUoCItlun33g5Zdh/PjQ+L5bt9CzYF36bs3k/BiLJCyhpjJm1ge4EygA7nP30XVePwS4A+gGDHL3KXGvtQPuI/QpduBYd1+5ufdSUxmRLVi9OjSu+dOfwtXBPfdA375RRyVZIG1NZcysABgL9AVKgcFmVlpnt3eBIcBD9ZxiIjDG3bsAPYDVyQYpIjHf/W5Yd2jWrDCj6Nhj4aSToEZTN6VxErkd1ANY5u4r3H09MAnoH7+Du69090XAV/HbY8mihbs/F9vvE3dXfbxIUx1++De1BU89FRalu+MO9S2QpCWSBEqA9+Ker4ptS8QewFoze8zMKs1sTOzKYiNmNtTMKsysYs2aNQmeWiTPxdcWHHxwmEnUvTu88krUkUkOSffAcAvgYOByoDuwO+G20UbcfYK7l7t7eXFxcZpDEmlmdt89VBpPmRLGDA48EC64AP7zn6gjkxyQSBKoIQzq1mob25aIVcDC2K2kDcBUYN/kQhSRBpmFnsZVVXDJJWGV0s6dM1pbILkpkSQwD+hoZh3MrBUwCJiW4PnnAUVmVvvr/RHAG8mHKSIJ2X77sO5QRUXobJbB2gLJTQ0mgdhv8BcBM4ClwGR3X2JmI82sH4CZdTezVcBJwL1mtiR27JeEW0EzzWwxYMDv0vOjiMjXyso2rS24+uq01hZIbkqoTiCTVCcgkmIffhhqCx58MIwfjB0LffpEHZWkWNrqBEQkx+28cygumzkTWrYMxWUnn6zaAgGUBETyxxFHhNqCX/8annwy9C24807VFuQ5JQGRfLL11qGn8euvQ69e8POfQ48e8OqrUUcmEVESEMlH3/9+6Gn86KNhzOCAA+DCC2Ht2qgjkwxTEhDJV2ahp/HSpaGBzb33htqCP/9ZtQV5RElAJN/tsENYd6iiAnbbDU4/HY46CqrVSjIfKAmISFBbWzBuHMyfH2oLrrlGtQXNnJKAiHyjoADOPz9cBZx8MtxwA+y1F8yYEXVkkiZKAiKyqfjagoKCUFx2yinw/vtRRyYppiQgIpt3xBGwaBGMHAlPPBEGju+6C778MurIJEWUBERky7beOqw79Prr0LNnWKW0Rw+YNy/qyCQFlAREJDE/+AE88wxMngz//Cfsvz/89KeqLchxSgIikjiz0NO4qirUFowfH24RPfSQagtylJKAiCSvtrZg3jxo1w5OOw2OPhrefDPqyCRJSgIi0nj77gtz5oTlqSsqwnTSa6+Fzz6LOjJJkJKAiDRNQUFYd6iqKixDMXJkSAbPPht1ZJKAhJKAmfUxs2ozW2Zmw+t5/RAzW2BmG8zsxHpe38HMVpnZPakIWkSy0Pe+x9TLb+bic8aw4qN10Ls3q3r3V21BlmswCZhZATAW6AuUAoPNrLTObu8CQ4CHNnOaG4AXGx+miGS7qZU1XPnYYqbt1IU+Z9/DrQedRvHMZ/hij05w992qLchSiVwJ9ACWufsKd18PTAL6x+/g7ivdfRHwVd2DzWw/YGdA14YiDZhaWUOv0bPoMHw6vUbPYmpl7nT/GjOjmnVfhC/69S1acnevwRxzzlgWtOkcZhLtv38YN5CskkgSKAHei3u+KratQWa2FXArodn8lvYbamYVZlaxZs2aRE4t0uzU/iZds3YdDtSsXceVjy3OmUTw/tpNF5p7p3UbBp1wLUyaFG4L9egBF10E//1vBBFKfdI9MHwh8LS7r9rSTu4+wd3L3b28uLg4zSGJZKf436RrrfviS8bMyI0lndsUFda/vfW2Yd2hpUtDAhg3LtQWPPywaguyQCJJoAbYNe5529i2RBwIXGRmK4FbgDPNbHRSEYrkifp+k97S9mwzrHcnClsWbLStsGUBw3p3Ck++/e2w7tCrr0LbtnDqqXDMMfDWWxFEK7USSQLzgI5m1sHMWgGDgGmJnNzdT3P3du7ennBLaKK7bzK7SES28Jv0ZrZnmwFlJYwauBclRYUYUFJUyKiBezGgrM7d4/32g7lzQ23Bq6/CnnvCddeptiAi5glcjpnZscAdQAFwv7vfaGYjgQp3n2Zm3YHHgdbAZ8AH7t61zjmGAOXuftGW3qu8vNwrNHgkeah2TCD+llBhy4L6v0ibiw8+gMsuC8tO/OAHITEcc0zUUeUkM5vv7uVJH5dIEsgkJQHJZ1Mraxgzo5r3166jTVEhw3p3ar4JIN7zz4eCs7fegkGD4LbbYJddoo4qpygJiEhu++wzuOkmGDUqLF99441wwQWhIlka1NgkoGUjRCQ7bLNNWHdo8eJQU/Czn6m2IAOUBEQku3TsGHoaT5oENTWhtuBnP1NtQZooCYhI9jELtQVVVaG2YOzYUFswaZJqC1JMSUBEsld8bUFJCQweDL17q7YghZQERCT7lZfDK6/APfeE/+61F1x/vWoLUkBJQERyQ0FB6GlcVQUnnBAKzLp1C9NLpdGUBEQkt+yyS1h36Nlnw/jA0UeHJSg++CDqyHKSkoCI5Kajjw7TSa+7Dv7yF+jUKQwgq29BUpQERCR3xdcW1C5TfcABMH9+1JHlDCUBEcl9e+wRbg89/DCsWhUSwsUXq7YgAUoCItI8mIV1h6qqwjpE99wDXbrAI4+otmALlAREpHn59rdDT+NXX4U2bUJi6NMHli2LOrKspCQgIs1TbW3B3XfDnDmhb8HIkfD551FHllWUBESk+SooCIPFVVUwYEAYRO7WDWbOjDqyrKEkICLNX5s2Yd2hGTPCFNKjjoLTTlNtAQkmATPrY2bVZrbMzDZpD2lmh5jZAjPbYGYnxm3fx8zmmNkSM1tkZqekMniRbDS1soZeo2fRYfh0eo2exdTKRFtyS9odcwy8/nq4IpgyJSxK99vf5nVtQYNJwMwKgLFAX6AUGGxmpXV2excYAjxUZ/unwJmxVpN9gDvMrKipQYtkq9oWkTVr1+FAzdp1XPnYYiWCbLLNNqHAbPFi6N49LEVx4IGwYEHUkUUikSuBHsAyd1/h7uuBSUD/+B3cfaW7LwK+qrP9TXd/K/b4fWA1UJySyEWy0JgZ1Rv1CAZY98WXjJlRHVFEslm1tQUPPQTvvhsSwiWXwMcfRx1ZRiWSBEqA9+Ker4ptS4qZ9QBaAcvreW2omVWYWcWaNWuSPbVI1nh/7bqktkvEzMLy1FVVcP75YSZR584weXLe1BZkZGDYzHYB/gSc7e5f1X3d3Se4e7m7lxcX60JBclebosKktkuWKCoK6w698kpYoO6UU6BvX1i+ye+szU4iSaAG2DXuedvYtoSY2Q7AdGCEu89NLjyR3DKsdycKW27cGL2wZQHDeneKKCJJSvfuocjsrrvg5Zeha1e44YZmXVuQSBKYB3Q0sw5m1goYBExL5OSx/R8HJrr7lMaHKZIbBpSVMGrgXpQUFWJASVEhowbuxYCypO+gSlQKCkJP49ragmuuCbUFs2al9G2yZRaZeQL3vczsWOAOoAC4391vNLORQIW7TzOz7oQv+9bAZ8AH7t7VzE4HHgCWxJ1uiLsv3ODh6mIAAAdCSURBVNx7lZeXe0VFReN/IhGRVJoxI8wgWr481BbceivsvHOTTlk7iyx+EkFhy4Im/cJgZvPdvTzp4xJJApmkJCAiWWfdOhg1Cm66CQoLw+OhQ8NVQyP0Gj2LmnomC5QUFfLS8CMadc7GJgFVDIuINKSwMKw7tGgR7LdfWKW0Z0+orGzU6bJpFpmSgIhIojp1Cj2N//xnWLkyLFL3858nXVuQTbPIlARERJJhFnoaV1eH2oK77gp9Cx59NOHagmyaRaYkICLSGLW1BXPnhoHik0+GY49NqLYgm2aRaWBYRKSpNmwICeHqq+GLL2DECBg2DLbeOmMhaGBYRCQqLVqEdYeWLoXjjw/JYO+9YfbsqCNrkJKAiEiqlJSEdYeeeSZcERxxBJxxBnz4YdSRbZaSgIhIqvXpE/oWXH11aHTfuTOMHw9fbbJ0WuSUBERE0iG+tqCsDC64IPQtaGRtQbooCYiIpFPnzqGn8YMPflNb8ItfwP/+F3VkgJKAiEj6mYV1h6qqwnITd94ZagumTIm8b4GSgIhIprRuDePGwZw5UFwMJ50Exx0XBpEj0iKydxYRyVf77w/z5oXagrffhpYtIwtFSUBEJAq1tQUR0+0gEZE8piQgIpLHEkoCZtbHzKrNbJmZDa/n9UPMbIGZbTCzE+u8dpaZvRX7c1aqAhcRkaZrMAmYWQEwFugLlAKDzay0zm7vAkOAh+ocuyNwLbA/0AO41sxaNz1sERFJhUSuBHoAy9x9hbuvByYB/eN3cPeV7r4IqFsT3Rt4zt0/cvf/AM8BfVIQt4iIpEAiSaAEeC/u+arYtkQkdKyZDTWzCjOrWLNmTYKnFhGRpsqKgWF3n+Du5e5eXlxcHHU4IiJ5I5EkUAPsGve8bWxbIppyrIiIpFmDncXMrAXwJnAk4Qt8HnCquy+pZ98/AE+5+5TY8x2B+cC+sV0WAPu5+0dbeL81wDtJ/yTJ2Qn4V5rfo7GyNTbFlRzFlbxsjS1X4trN3ZO+lZJQe0kzOxa4AygA7nf3G81sJFDh7tPMrDvwONAa+Az4wN27xo79MXBV7FQ3uvsDyQaZamZW0Zg2bJmQrbEpruQoruRla2zNPa6Elo1w96eBp+tsuybu8TzCrZ76jr0fuL8JMYqISJpkxcCwiIhEI1+TwISoA9iCbI1NcSVHcSUvW2Nr1nElNCYgIiLNU75eCYiICEoCIiJ5rdklgQRWPN3azB6Jvf6KmbWPbW9vZuvMbGHsz/gMxxXJSqxNjOvLuM9rWirjSjC2S83sDTNbZGYzzWy3uNei/My2FFfaPrME4jrfzBbH3vsf8QtBmtmVseOqzax3NsQV9b/JuP1+ZGZuZuVx29L2eTUltkZ9Zu7ebP4Q6hiWA7sDrYDXgNI6+1wIjI89HgQ8EnvcHng9wrjaA92AicCJcdt3BFbE/ts69rh11HHFXvsk4r/Lw4FtY48viPu7jPozqzeudH5mCca1Q9zjfsBfY49LY/tvDXSInacgC+KK9N9kbL/tgReBuUB5uj+vFMSW9GfW3K4EGlzxNPb8j7HHU4AjzcyijsujWYm1KXGlWyKxzXb3T2NP5/JNrUrUn9nm4kqnROL6OO7pt4DaWSH9gUnu/rm7vw0si50v6rjSKZHvCoAbgJsIRbC10vl5NTW2pDW3JJDIqqVf7+PuG4D/At+JvdbBzCrN7G9mdnCG40rHsek+9zYWVn+da2YDUhRTrWRjOwd4ppHHZiouSN9nluiKvT81s+XAzcDFyRwbQVwQ4b9JM9sX2NXdpyd7bISxQZKfmRrNf+OfQDt3/7eZ7QdMNbOudX5LkY3t5u41ZrY7MMvMFrv78kwHYWanA+XAoZl+7y3ZTFyRfmbuPhYYa2anAr8CsqLb32biiuzfpJltBdxGaJaVVRqILenPrLldCSSyaunX+1hYHO/bwL9jl3b/BnD3+YR7cntkMK50HJvWc7t7Tey/K4AXgLIUxZVwbGZ2FDAC6OfunydzbARxpfMzS/ZnngTUXolE/nnVF1fE/ya3B/YEXjCzlcABwLTYAGy6V0dudGyN+sxSOdgS9R/Clc0KwmBN7YBK1zr7/JSNB4Ynxx4XExvcIQzI1AA7ZiquuH3/wKYDw28TBjhbxx5nQ1ytga1jj3cC3qKewas0/12Wxf4n71hne6Sf2RbiSttnlmBcHeMeH09YABKgKxsPdK4gdQPDTYkrK/5NxvZ/gW8GX9P2eaUgtqQ/s5QEnU1/gGMJS18vB0bEto0k/EYGsA3wKGEw51Vg99j2HwFLgIWEJa+Pz3Bc3Qn3/v4P+DewJO7YH8fiXQacnQ1xAT2BxbH/QRcD50Twd/k88GHs72whMC1LPrN640r3Z5ZAXHfG/T8+O/6LhXDVshyoBvpmQ1xR/5uss+8LxL5o0/15NSW2xnxmWjZCRCSPNbcxARERSYKSgIhIHlMSEBHJY0oCIiJ5TElARCSPKQmIiOQxJQERkTz2/8KM433kz7GtAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] @@ -384,6 +384,30 @@ "plt.scatter(X, Y)\n", "plt.show()" ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "-18828.396967246696\n" + ] + } + ], + "source": [ + "print(h(50_000, theta1, theta0))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -402,7 +426,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.3" + "version": "3.7.5" } }, "nbformat": 4, |
