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Assignment_2_Pranjal_Gautam.py
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Assignment_2_Pranjal_Gautam.py
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#!/usr/bin/env python
# coding: utf-8
# In[ ]:
{
"cells": [
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [],
"source": [
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7fb68e2b00d0>"
]
},
"execution_count": 3,
"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": [
"rng=np.random.RandomState(10)\n",
"x=10* rng.rand(50)\n",
"y=2*x -5 +rng.randn(50)\n",
"plt.scatter(x,y)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Loss Function"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [],
"source": [
"def loss(y_p,y):\n",
" \n",
" l1=abs(y_p-y)**3 \n",
" l2=abs(y_p-y) \n",
" l3=(y_p-y)**4 \n",
" l4=abs(y_p-y)**7\n",
" \n",
" l=l1.mean()+l2.mean()+l3.mean()+l4.mean()\n",
" \n",
" return(l/4)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"def line(m,x,c):\n",
" return m*x+c"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"56149137.98551775"
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1=np.random.randn(1)\n",
"c1=np.random.randn(1)\n",
"y_p=line(m1,x,c1)\n",
"loss(y_p,y)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"50"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"L=[]\n",
"N=x.shape[0]\n",
"N"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Q2-part 1 -Linear Regression"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"#liner-A\n",
"def grad(y,y_p,N):\n",
" i=0\n",
" dm1=np.zeros(N,dtype=\"float128\")\n",
" \n",
" for i in range(N):\n",
" if(y_p[i]>y[i]):\n",
" dm1[i]=((y_p[i]-y[i])**2)\n",
" else:\n",
" dm1[i]=-(y_p[i]-y[i])**2\n",
" \n",
" \n",
" \n",
" return dm1 \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 5000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 10000\n"
]
},
{
"data": {
"image/png": 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4Q+BzSccWArj7PcCVwCIz6wX2Aws87jE3kdGkrQ1uu+1gj6N33Fg6xh7g6VNg2YXQ2Jo5cMDQE+ZKzT66xRpA3L0bOC7l2D1Jj78BfCP1dSKSJynJDive6eHxsw7NcSQCR6VV0u/9HFt9LAA79+/Maj5DqdlHt2IYwhKROHV2BqnVGxtZecO5A+Y4APq9P6e8UlHsZZH4KICIlLukzLh3NdTmtccQ1V4WiYcCiIgcVIgeg3aJj15KpigiBymvlAxH7BsJC0EbCaWUaeOdxKFUNxKKSEgb76SUaAhLpIgMq4hUorDTSy+lr0cuUmAKICJFZFgb75YuxX/xC165pJ6+X/ycH1w541DVQJEIaAhLpIhktfEuKf2IAae/2QvAtf9vL5x9Db1jr6fqnQNRNFfKnHogIkVk3ox5Qx5P1CHvrgyeJ5bBdFfB/bPgwsWTC9xKkYACiEiMWja0ULesjoolFdQtq+PBTQ8OuGbKHrjulnsPznEk6pAf0Q+9FlzTa3BEH+w+Atb7G1F+BSljGsISiUm6FVfp/OXPoL7tHbjzTlixgm27tnHCvqD++Olvw+R90HkkvHJ8kPhQeaYkKgogIjFJt+Iq4ewOePGbwRzHQStXwsqVdFcZ1f87/XvWjKmhWXmmJCIawhKJyWApze8P01P91xHQPSY8WFMDDQ2s+fE/UDOmZsBrjqs+TrvGJVLqgYjEJN2Kq/6vHN7rOCa5umxPD0yYwBUfuIme44/WbnWJXeypTMxsK7AH6AN6U7fSm5kBXwfmAd3AZ9z9hcHeU6lMpBQk5kAm7Oxm1UPw6SuhrmccTz8ynvE7kqo2jx8P994LP/1psHkwKXuuSL6UciqTDwxS5/xSYEZ4+wNgZXgvUtISPYb+RQu5aNte7lo3noqV9zD+J38FyQGkthY++cngJlJEsgogZnYB8A/AGcBYoBLY5+4TCti2hMuA74elbNeZ2dFmNtXdOyL4bJHCqa6mIakeeWIjIABnngm33x6svNq5M6YGigwu20n0bwBXAa8C1cANBAElHxz4sZmtN7PGNOdPAl5Per49PHYYM2s0s1Yza+3q6spT00QKqK0Nrr46mByHg5PkdHTAxo3wqU8F9zt2xNtOkQyyXoXl7luASnfvc/f7gA/kqQ1z3P09BENVN5nZ+1LOW5rXDJi4cfdmd6939/pJkyblqWkiBZRSjzwxSc6UKXG3TCQr2QaQbjMbC7xoZl81s88DR+ajAe6+I7x/C3gEmJ1yyXbg5KTn0wD9SSajQ6Ie+bp1wb0y6koJyXYS/VqCYHMz8HmCH/TLR/rhZnYkUOHue8LHHwbuTLnsMeBmM1tFMHm+S/MfMmokr6havjy+dojkINseyMfdvcfdd7v7Enf/AvCxPHz+ZOBZM3sJ+A9gjbv/yMwWmtnC8Jq1QBuwBfgWcGMePldEREYoq30gZvZCOE+RfOyX7n5ewVo2AtoHIiIyPHnfB2JmVwFXA6eY2WNJp44Cfjv8JoqIyGgx1BzIvwEdwPHA15KO7wFeLlSjREpCRwcsWAAPPKCVU1KWBg0g7t4OtAMXRtMckRKydCk8++zBNOsi5SarSXQzu8DMnjezvWZ2wMz6zGx3oRsnUpTGjQOzIL16f39wbxaUmhUpI8WwE12ktHz608F9ZVhTNrGD/LXX4muTSAyyTqbo7lvMrNLd+4D7zOzfCtgukeJTXR3sFk/o6wvuu7u1g1zKUuw70UUKKbXmeMuGlpzf6+E1d/HA2ZXsC//setdgzQz4x/eMZdtvns9Ti0VKR7YBJHkn+j6CnehXFKpRIvmQqLfRvqsdx2nf1U7j4405B5Evvnw3O8f0Ma4P9lcF/0G0T4SGPzrAGR/81YiCk0gpyiqAhKuxjgKOSOxED5MrihStdDXHu9/tZvEzi3N6v227tnHCPrjnfLjghuB+8t6Rv69IqRpqI6EBdxD0PAyoMLNe4B/cPTVnlUhRyVRzfLBa5IOZPnE6Vy44VIL25pRkPrm+r0ipGqoHciswB/h9dz/O3Y8hSGg4J5wHESla0ydOH9bxoTTNbaJmTM2wP09ktBoqgPwxcJW7H1yf6O5twDXhOZGile4Hv2ZMDU1zm3J6v4ZZDTTPb+a46uMGnBvJ+4qUqqECyJh0tcrdvQsYU5gmieRH4ge/dmIthlE7sZbm+c0Ha5Hn+p5v/9nb3H/5/Xl9X5FSNGg23nRZeLM5Fzdl4xURGZ5csvEO1QM5x8x2p7ntAWbl3lSRCHV0wMUXq9qfSJ4NGkDcvdLdJ6S5HeXuIxrCMrOTzewnZrbZzDaZ2S1prnm/me0ysxfD2+0j+UwpU8lJD0Ukb7JOZVIAvcAX3f0FMzsKWG9mT7n7r1Ku+4W756P6oZSb1NQjK1cGt3HjYP/++NolMkpkuxM979y9w91fCB/vATYDJ8XVHhmF2trg6quDZIegpIcieRZbAElmZnXAecBzaU5faGYvmdm/mNmZg7xHo5m1mllrV1dXgVoqxahlQwu/v2QaP6szfv/Okw+lFJk6NUhy2NMT9Dp6epT0UCSPYg8gZjYeeBi41d1Ta4y8ANS6+zkE6eMfzfQ+7t7s7vXuXj9p0qTCNViKSiLf1fVPvMFF2+D6x7cfnu+qsxMWLoR164J7TaSL5M2gy3gL/uFmY4AngCfd/W+zuH4rUJ9ub0oyLeMtDS0bWlj8zGK27drG9InTaZrbdNheiqHOA/SMqWBc78B/wz1Vxrh3+wv+HURGi0Is4y2YMM/Wd4DNmYKHmU0Jr8PMZhO097fRtVIKZahMudlm0v2dW5yWsziYYn1fFdw/C065Jb4/jETKRZxDWHMI0sR/MGmZ7jwzW2hmC8NrrgQ2mtlLwN8DCzzOLpPkzVCZcrPNpDt2Wi27j+BgivVxfbD7CDhiWm1hv4CIxLeM192fJcjwO9g13yAopyujzFCZclPPT9kDqx6CBVe2H3a8aW4T47/1x9xzfj/N9dDYCtO6K5SXSiQCsU+iS3kaKlNu4n7KHvjpffBXT8NF2+Cr68Yfdn3DrAb2rvo+dzXUsmGKcVdDLXtXfV95qUQiEOskeqFoEr34JeY4koepasbUHExKmDi/6393U5Xun6g2A4rkVUlNokt5GypTbsPsG9i3eGDwcOC1ee/VZkCRIhBnKhMpcw2zGjIPNbW1wW230bv6Iap6DuBAn4E5PPX2cxzZ9QwNUzRMJRIn9UCkOKRmzA13kVe8c4A+C3oeD58B99TDcbv7VH9cpAioByLx6uiABQvglFMOZcxdsSI419nJyvM5uLpqyt5DdchN9cdFYqdJdIlPRweceGL6c+Eked2yOtp3tQ84XTuxlq23bi1s+0TKiCbRpXRUV2cOHkkZc/Nd11xE8kcBRKKXWqcjmdlhGXMLUddcRPJDcyASvXCFFQ88AH19h47Pnw8nnxwMbSUZdLWWiMRGAUSil6jT0dcHlZXQ3w8zZ0JVFSxfHnfrRCRLGsKSeHR2wo03wvr1sGgRnHYarF4dd6tEZBgUQCQWLUuuoG7GGioePY+6GWtoWXJF3E0SkWFSAJHIpav1ce3qa7ElRt2yugE1P0SkOCmASOTS1fpwgv1ImQpHiUjxiTWAmNklZvaKmW0xsy+nOX+EmT0Qnn/OzOqib6XkW6ZaIAnpCkeJSPGJs6RtJbAcuBSYCVxlZjNTLvss8F/ufirwd8DfRNtKKYRMtUCSDRVkRCR+cfZAZgNb3L3N3Q8Aq4DLUq65DPhe+PghYG6iRrqUrnS7y1NlE2REJF5xBpCTgNeTnm8Pj6W9xt17gV3AcZG0Tg6Xmi13BJJ3lwNYSmVjpSoRKQ1xBpB0PYnUzI7ZXBNcaNZoZq1m1trV1TXixkmKpUsPZcvNg4ZZDWy9dSt+h/ODy3+gVCUiJSi2bLxmdiHwFXf/SPj8zwHc/f8mXfNkeM2/m1kV8CYwyYdotLLx5lGmvFUqKSsyqpRaNt7ngRlmdoqZjQUWAI+lXPMYcF34+ErgX4cKHpJnbW1w9dVQE85Z1NQcli1XRMpXbAEknNO4GXgS2Aw86O6bzOxOM/uj8LLvAMeZ2RbgC8CApb5SYFOn8pt336R/fzf7q6B/fze/effNg9lyRaR8xboPxN3Xuvtp7v677t4UHrvd3R8LH/e4+yfd/VR3n+3ubXG2NyotG1qoW1ZHxZKKaHZmv/giHH00vPxy2rZs3vRTVp4PF9wAK8+HzRt/oo1+IqKKhMUmkeYjead2zZiawk4sn3UWbNoEZ54JGzcedkoVAUXKQ6nNgUga6dJ8FGxntllw27QpeL5p06FjoUwb+rTRT0QUQIpMpD/Yv/wlb58w/uC6aAfePmE8vPTSwUsybejTRj8RUQApMlH+YN/4RjNv9u8FDm2u6fC93Pj6PQevUU1yEclEAaTIRPmD3by+mWN6YOMk+NSVwf2x+4PjCapJLiKZaBK9CLVsaGHxM4vZtmsb0ydOp2lu0/B/sDs6YMEC+Pu/hz/906D+eMrSW1uSOa2Y3zH6/l2ISGa5TKKrJnoRapjVMPK/8BOpRxoaYPPmIAXJihWHXVJplfR534CXVlrlyD5bRMqChrBGm+rqYBXVypXQ3x+srOrvD56bBedDjec3pn2LTMdFRJIpgIw2idQjSYECCJ6npCBZ8dEVLKpfdLDHUWmVLKpfxIqPHt5TERFJR0NYo83UqTBhArzzDlRWQl9fcP/OO8HxlHmQFR9doYAhIjlRAClliYny1Anyzk5YuBB+/evg8eTJ8Hu/F1wvIpInCiClLLlGR/IE+erV8bVJRMqG5kBKUepEeZoJcoghKaOIlBUFkFKURY2ORFLG9l3tOE77rnYaH29UEBGRvFEAKUWJifKenqAyYE/PgAnySJMyikhZUgApVh0dcPHF8Oab6c8nJsrXrQvuk65r2dCSNgU7KIuuiORPLAHEzO4ys1+b2ctm9oiZHZ3huq1mtsHMXjSzguYmiXK+IKvPSp4gT2f1ali+HM45J7gPJ84TQ1eZKIuuiORLLLmwzOzDBPXNe83sbwDc/UtprtsK1Lv728N5/+HmwoqyiNOQn1VdHQxJpRo3DvbvH/L9MxWAGvA5IiJJSqaglLv/OKyJDrAOmBZHOxKinC8Y8rOymCCHzL2YwYaoFDxEJJ+KYQ7kT4B/yXDOgR+b2XozGzRBk5k1mlmrmbV2dXUNqwFRFnFKfs8pe+Cn98HkPUnHs5ggH2yFVaYhqtqJtQoeIpJXBQsgZva0mW1Mc7ss6ZrFQC+QacJhjru/B7gUuMnM3pfp89y92d3r3b1+0qRJw2prlEWcEu85ZQ+0fhMuaofbf5byWYNMkMPgvRgVgBKRqMRWD8TMrgMWAnPdvTuL678C7HX3u4e6ttjnQC5/zzVU96Y5meU8R8WSCpyB/78ZRv8d/fmpJyIiZaVk6oGY2SXAl4CLMwUPMzsSqHD3PeHjDwMZliSNTOLHNYof3YbZNwR9rlQVFQPmOTKZPnF62onyRC8mL/VERESGENccyDeAo4CnwiW69wCY2Ylmtja8ZjLwrJm9BPwHsMbdf1SoBjXMamDrrVvpv6OfrbduLdwPcGKSvDKlaNO11w7IlJuJhqlEpBjE0gNx91MzHN8BzAsftwHnRNmuSCQmyRNp1vv7YeZM2L0767eIssckIpKJaqLH4fLLg0DS2AjNzcGuc2XQFZEYlcwcSNlLDhbLl8fXDhGRESiGfSAiIlKCFEDyYajEhyIio5ACSD4MlfhQRGQUUgAZiSwrA4qIjEYKICORZeJDEZHRSAFkKIPNb2SR+FBEZLRSABnKUPMbQyQ+zCTKAlYiIoWgjYSZjLCw02CiTN4oIpKNkikoVRIKOL8RZQErEZFCUQBJljzfUcD5jSgLWImIFIoCSLLU+Y4c5zeGEmUBKxGRQlEAgYz7OXrXPEHdjDVUPHoedTPW0LLkirx8nNKxi8hooAACaec7Xpv3Xk77QlXauuMj1TCrgeb5zdROrMUwaifWagJdREpOXBUJvwL8D6ArPPQX7r42zXWXAF8HKoFvu/tfF6RBaeY7nt31Mq+NO3y1VWKiOx8/9KoaKCKlLs4eyN+5+7nhLV3wqASWA5cCM4GrzGxmwVqTMt9x5G/3pr1ME90iIoFirgcyG9gSVtbNl4cAAATiSURBVCbEzFYBlwG/KsinpdTo+MKyNTBI3XERkXIXZw/kZjN72czuNbNj0pw/CXg96fn28FhaZtZoZq1m1trV1ZXpsqxpoltEZHAFCyBm9rSZbUxzuwxYCfwucC7QAXwt3VukOZZx27y7N7t7vbvXT5o0acTt10S3iMjgCjaE5e4fyuY6M/sW8ESaU9uBk5OeTwN25KFpWdNEt4hIZrEMYZnZ1KSnnwA2prnseWCGmZ1iZmOBBcBjUbRPRESGFtck+lfN7FyCIamtwOcAzOxEguW689y918xuBp4kWMZ7r7tviqm9IiKSIpYA4u7XZji+A5iX9HwtMGCJr4iIxE870UdIdT1EpFwV8z6Qopda1yOR7gTQ5LuIjHrqgYyA6nqISDlTABkB1fUQkXKmADICqushIuVMAWQElO5ERMqZAsgIKN2JiJQzc8+YXqpk1dfXe2tra9zNEBEpGWa23t3rh/Ma9UBERCQnCiAiIpITBRAREcmJAoiIiOREAURERHIyKldhmVkXMLCg+dCOB97Oc3NKib6/vr++f/k63d2PGs4LRmUyRXfPqaatmbUOdxnbaKLvr++v71/e33+4r9EQloiI5EQBREREcqIAcrjmuBsQM33/8qbvX96G/f1H5SS6iIgUnnogIiKSEwUQERHJiQIIYGaXmNkrZrbFzL4cd3uiZGYnm9lPzGyzmW0ys1viblMczKzSzH5pZk/E3ZaomdnRZvaQmf06/HdwYdxtipKZfT78t7/RzH5oZuPiblOhmdm9ZvaWmW1MOnasmT1lZq+G98cM9T5lH0DMrBJYDlwKzASuMrOZ8bYqUr3AF939DOAC4KYy+/4JtwCb425ETL4O/Mjdfw84hzL638HMTgL+FKh397OASmBBvK2KxHeBS1KOfRl4xt1nAM+EzwdV9gEEmA1scfc2dz8ArAIui7lNkXH3Dnd/IXy8h+DH46R4WxUtM5sGfBT4dtxtiZqZTQDeB3wHwN0PuPt/x9uqyFUB1WZWBdQAO2JuT8G5+8+BnSmHLwO+Fz7+HvDxod5HAST4sXw96fl2yuwHNMHM6oDzgOfibUnklgF/BvTH3ZAY/A7QBdwXDuF928yOjLtRUXH3N4C7gW1AB7DL3X8cb6tiM9ndOyD4wxI4YagXKICApTlWdmubzWw88DBwq7vvjrs9UTGzjwFvufv6uNsSkyrgPcBKdz8P2EcWQxejRTjOfxlwCnAicKSZXRNvq0qHAkjQ4zg56fk0yqALm8zMxhAEjxZ3Xx13eyI2B/gjM9tKMHz5QTO7P94mRWo7sN3dE73OhwgCSrn4EPCau3e5+7vAauC9MbcpLp1mNhUgvH9rqBcogMDzwAwzO8XMxhJMoD0Wc5siY2ZGMP692d3/Nu72RM3d/9zdp7l7HcH/9//q7mXzF6i7vwm8bmanh4fmAr+KsUlR2wZcYGY14X8LcymjRQQpHgOuCx9fB/zzUC8Yldl4h8Pde83sZuBJghUY97r7ppibFaU5wLXABjN7MTz2F+6+NsY2SbT+J9AS/gHVBlwfc3si4+7PmdlDwAsEKxJ/SRmkNDGzHwLvB443s+3AHcBfAw+a2WcJAusnh3wfpTIREZFcaAhLRERyogAiIiI5UQAREZGcKICIiEhOFEBERCQnCiAiIpITBRAREcnJ/wekTCiKv7HHWQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 15000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 20000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 25000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 30000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 35000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 40000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 45000\n"
]
},
{
"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": [
"##linear-A\n",
"m1=np.random.randn(1)\n",
"c1=np.random.randn(1)\n",
"dm=0\n",
"dc=0\n",
"learningrate=0.0005\n",
"numiter=50000\n",
"\n",
"for i in range(numiter):\n",
" \n",
" y_p=line(m1,x,c1)\n",
" ##dm=(3.0/N)*grad(y,y_p,N)\n",
" \n",
" \n",
" dm=(3.0/N)*np.sum(np.multiply(x,grad(y,y_p,N)))\n",
" \n",
" dc=(3.0/N)*np.sum(grad(y,y_p,N))\n",
" \n",
" m1 = m1 -learningrate * dm\n",
" c1 = c1 - learningrate * dc\n",
" if i%5000==0:\n",
" L.append(loss(y_p,y))\n",
" print (\"no of iterations:\",i )\n",
" plt.plot(x,y,'go')\n",
" plt.plot(x,y_p,'r*')\n",
" #plt.plot(x,m1*x+c1,'r*')\n",
" plt.ylabel('Data')\n",
" plt.show()\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'LOSS - linear regression-function A ')"
]
},
"execution_count": 103,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uZiXlYDczqxgHewMPsZtZ2TnYW/Bpe82srBzsZmYV42A3M6sYB3sjT2Q3s5JzsLfg0/aaWVkNG+ySJkv6laTbJN0h6VPjUZiZmY1OXxttngD2iYg1kiYCN0m6MiJuLrg2MzMbhWGDPSICWJNvTsyXyg5EV/aJmdl6o60xdkkTJN0KrASujYgFTdrMkzQoaXBoaKjTdY47D7GbWVm1FewR8XRE7ArMAnaX9JImbc6IiIGIGOjv7+90nWZm1qYRzYqJiEeAG4EDC6nGzMzGrJ1ZMf2SpuXrGwL7AXcVXVi3eBq7mZVdO7NitgDOkTSB9EFwYUTML7as7pMnsptZSbUzK+Z2YLdxqMXMzDrAf3lqZlYxDvYG4UF2Mys5B3sLHmE3s7JysJuZVYyD3cysYhzsDTzCbmZl52BvwdPYzaysHOxmZhXjYG/g2Y5mVnYOdjOzinGwtyDPZDezknKwm5lVjIO9gYfYzazsHOxmZhXjYG/FQ+xmVlIOdjOzinGwN/Bpe82s7BzsZmYV42BvweeKMbOycrCbmVWMg93MrGIc7C14JMbMysrBbmZWMQ52M7OKcbA38DR2Myu7YYNd0taSbpC0WNIdkj44HoV1mzzf0cxKqq+NNk8BH4mI30iaCiyUdG1E3FlwbWZmNgrD7rFHxAMR8Zt8fTWwGNiq6MLMzGx0RjTGLmkOsBuwoMmyeZIGJQ0ODQ11prouCJ+R3cxKru1gl7Qx8APg2Ih4rHF5RJwREQMRMdDf39/JGrvCI+xmVlZtBbukiaRQPy8iLim2JDMzG4t2ZsUI+BawOCK+VHxJZmY2Fu3sse8FHAnsI+nWfDm44Lq6xvPYzazshp3uGBE3sR4OOXsau5mVlf/y1MysYhzsZmYV42Bv4CF2Mys7B3sLWv8OK5hZRTjYzcwqxsHewNMdzazsHOxmZhXjYG/B89jNrKwc7GZmFeNgb+DT9ppZ2TnYzcwqxsFuZlYxDnYzs4pxsDfwPHYzKzsHu5lZxTjYW/A8djMrKwe7mVnFONjNzCrGwW5mVjEO9hZ8PnYzKysHu5lZxTjYG4QnsptZyTnYzcwqxsHeguexm1lZDRvsks6StFLSovEoyMzMxqadPfazgQMLrqNneIjdzMpu2GCPiJ8CD49DLT3FIzFmVlYdG2OXNE/SoKTBoaGhTq3WzMxGqGPBHhFnRMRARAz09/d3arVmZjZCnhXTwEPsZlZ2DvYW5PmOZlZS7Ux3PB/4JbCjpOWSji6+LDMzG62+4RpExOHjUYiZmXWGh2IaeB67mZWdg70Fj7CbWVk52M3MKsbB3iA84dHMSs7BbmZWMQ72FjyN3czKysFuZlYxDvYGnu5oZmXnYDczqxgHews+V4yZlZWD3cysYhzsDTzEbmZl52A3M6sYB7uZWcU42M3MKsbB3sgT2c2s5BzsZmYV42BvwlPYzazMHOxmZhXjYG/gEXYzKzsHu5lZxTjYm/AQu5mVmYPdzKxiHOwNPI3dzMrOwW5mVjFtBbukAyUtkbRU0glFF9VtPhe7mZXZsMEuaQJwGnAQsDNwuKSdiy7MzMxGp6+NNrsDSyPiXgBJFwBvBO7sdDFv+OpN7PiCqXzh0F3W2e795y5k6co1nX54AFateWLYNtfd+RCfu+ouAM5+9+5sNW3Dpu1+dNsKTr3+bgC+/949mbHRpKbtLhxcxjd/eu8oKzazXjF9yiQufN+e3S6jrWDfClhWd3s58MrGRpLmAfMAZs+ePapitu3fiFnTm4dkvdkzphT2Z//bb74xO2w+dZ1tpk7uY/vNNwZg4oTWhWy64cS17SY8r3W76VMmrW1nZuW1yeSJ3S4BAMUw00AkHQocEBHH5NtHArtHxAda/c7AwEAMDg52tFAzsyqTtDAiBjqxrnYOni4Htq67PQtY0YkHNzOzzmsn2H8NbC/phZImAYcBlxdblpmZjdawY+wR8ZSkfwOuBiYAZ0XEHYVXZmZmo9LOwVMi4grgioJrMTOzDvBfnpqZVYyD3cysYhzsZmYV42A3M6uYYf9AaVQrlYaAP4zy12cCqzpYTqf1cn29XBu4vrFyfaPXy7VBqm+jiOjvxMoKCfaxkDTYqb++KkIv19fLtYHrGyvXN3q9XBt0vj4PxZiZVYyD3cysYnox2M/odgHD6OX6erk2cH1j5fpGr5drgw7X13Nj7GZmNja9uMduZmZj4GA3M6uYngn2XviH2ZK2lnSDpMWS7pD0wXz/DEnXSro7/5ye75ekU3PNt0t62TjUOEHSLZLm59svlLQg1/b9fGplJG2Qby/Ny+cUXVt+3GmSLpZ0V+7HPXul/yR9KL+uiySdL2lyN/tP0lmSVkpaVHffiPtK0lG5/d2Sjiq4vpPza3u7pEslTatbdmKub4mkA+ruL2TbblZf3bLjJIWkmfl2T/Rfvv8DuT/ukPT5uvs7138R0fUL6XTA9wBzgUnAbcDOXahjC+Bl+fpU4Hekf+D9eeCEfP8JwOfy9YOBKwEBewALxqHGDwPfA+bn2xcCh+XrpwPvz9f/BTg9Xz8M+P449eE5wDH5+iRgWi/0H+lfPP4e2LCu397Zzf4D/gF4GbCo7r4R9RUwA7g3/5yer08vsL79gb58/XN19e2ct9sNgBfm7XlCkdt2s/ry/VuTTjP+B2Bmj/Xfa4DrgA3y7c2K6L/CN/Q2O2BP4Oq62ycCJ/ZAXT8EXgssAbbI920BLMnXvwEcXtd+bbuC6pkFXA/sA8zPb9JVdRva2n7Mb+w98/W+3E4F99cmpPBUw/1d7z+e/d+9M3J/zAcO6Hb/AXMaNvwR9RVwOPCNuvuf067T9TUsexNwXr7+nG221n9Fb9vN6gMuBnYB7uPZYO+J/iPtSOzXpF1H+69XhmKa/cPsrbpUCwD5q/duwAJg84h4ACD/3Cw3G++6TwGOB57Jt58PPBIRTzV5/LW15eWP5vZFmgsMAd/Ow0VnStqIHui/iLgf+ALwR+ABUn8spLf6D0beV93cdt5N2gtmHXWMa32SDgHuj4jbGhb1RH3ADsDeeXjvJ5JeUUR9vRLsanJf1+ZhStoY+AFwbEQ8tq6mTe4rpG5JrwdWRsTCNh+/G33aR/rq+fWI2A34M2k4oZXx7L/pwBtJX3O3BDYCDlrH4/fUe5LW9XSlTkknAU8B59XualHHeL7GU4CTgE80W9yijvHuvz7SkM8ewH8AF0rSOuoYVX29Euw98w+zJU0khfp5EXFJvvshSVvk5VsAK/P941n3XsAhku4DLiANx5wCTJNU+09Y9Y+/tra8fFPg4YJqq1kOLI+IBfn2xaSg74X+2w/4fUQMRcSTwCXA39Nb/Qcj76tx33byAcbXA0dEHh/okfq2JX1w35a3k1nAbyS9oEfqIz/eJZH8ivTte2an6+uVYO+Jf5idPzm/BSyOiC/VLbocqB0tP4o09l67/5/zEfc9gEdrX6M7LSJOjIhZETGH1D8/jogjgBuAt7aorVbzW3P7QvfkIuJBYJmkHfNd+wJ30gP9RxqC2UPSlPw612rrmf5r8rjt9NXVwP6SpudvJfvn+woh6UDgo8AhEfGXhroPU5pN9EJge+BXjOO2HRG/jYjNImJO3k6WkyZDPEiP9B9wGWmnDEk7kA6IrqLT/depgwQdOMhwMGkWyj3ASV2q4VWkrzm3A7fmy8GksdXrgbvzzxm5vYDTcs2/BQbGqc5X8+ysmLn5DbAUuIhnj7ZPzreX5uVzx6m2XYHB3IeXkb529kT/AZ8C7gIWAd8lzUDoWv8B55PG+58khdDRo+kr0lj30nx5V8H1LSWN+da2j9Pr2p+U61sCHFR3fyHbdrP6Gpbfx7MHT3ul/yYB5+b34G+AfYroP59SwMysYnplKMbMzDrEwW5mVjEOdjOzinGwm5lVjIPdzKxiHOxmZhXjYDczq5j/B/vHi0IfYG66AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(L)\n",
"plt.title(\"LOSS - linear regression-function A \")\n"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([1.93846632]), array([-4.62418282]))"
]
},
"execution_count": 98,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1,c1 #linear A"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Q2-part 2-Linear Regression "
]
},
{
"cell_type": "code",
"execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
"#liner-B\n",
"def grad(y,y_p,N):\n",
" i=0\n",
" dm1=np.zeros(N,dtype=\"float128\")\n",
" \n",
" for i in range(N):\n",
" if(y_p[i]>y[i]):\n",
" dm1[i]=1\n",
" else:\n",
" dm1[i]=-1\n",
" \n",
" \n",
" \n",
" return dm1 "
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 5000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 10000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 15000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 20000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 25000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 30000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 35000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 40000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 45000\n"
]
},
{
"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": [
"##linear-B\n",
"m1=np.random.randn(1)\n",
"c1=np.random.randn(1)\n",
"dm=0\n",
"dc=0\n",
"learningrate=0.01\n",
"numiter=50000\n",
"\n",
"for i in range(numiter):\n",
" \n",
" y_p=line(m1,x,c1)\n",
" ##dm=(3.0/N)*grad(y,y_p,N)\n",
" \n",
" \n",
" dm=(1.0/N)*np.sum(np.multiply(x,grad(y,y_p,N)))\n",
" \n",
" dc=(1.0/N)*np.sum(grad(y,y_p,N))\n",
" \n",
" m1 = m1 -learningrate * dm\n",
" c1 = c1 - learningrate * dc\n",
" if i%5000==0:\n",
" L.append(loss(y_p,y))\n",
" print (\"no of iterations:\",i )\n",
" plt.plot(x,y,'go')\n",
" plt.plot(x,y_p,'r*')\n",
" #plt.plot(x,m1*x+c1,'r*')\n",
" plt.ylabel('Data')\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'LOSS - linear regression-function B ')"
]
},
"execution_count": 113,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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mViCHd4WHvM2sFA7vGv48bzNrO4e3mVmBHN5mZgWaNLwlzZT0A0m3SLpN0kd7UVg/hCd6m1khBjpo8xiwICIekTQDuF7S5RFxQ8O19Y2HvM2s7SYN70i7o4/kqzPyj3dRzcz6qKMxb0lrSLoZWA5cFRELa9ocKWlY0vDIyEi36zQzs4qOwjsinoyIHYG5wK6SXlHT5rSIGIqIocHBwW7X2RM+nDCzUkxptklErASuBfZrpJqW8JC3mbVdJ7NNBiXNypfXBvYG7my6MDMzG18ns002Bb4iaQ1S2J8XEZc2W5aZmU2kk9kmtwI79aCWvvM0bzMrhf/Dso4neptZyzm8zcwK5PA2MyuQw7siPNPbzArh8K7hEW8zazuHt5lZgRzeZmYFcnhXecjbzArh8K7had5m1nYObzOzAjm8zcwK5PCu8JC3mZXC4V1DnultZi3n8DYzK5DD28ysQA7vCn+et5mVwuFdw/O8zaztHN5mZgVyeJuZFcjhXeHP8zazUji8a3jI28zazuFtZlYgh7eZWYEc3hWe521mpXB41/A8bzNru0nDW9IWkq6RdIek2yS9vxeFmZnZ+AY6aPME8IGIuFHS+sAiSVdFxO0N19ZzHjUxs1JMuucdEb+IiBvz5VXAHcDmTRdmZmbjm9KYt6T5wE7AwpplR0oaljQ8MjLSner6xJ/nbWZt13F4S1oP+DpwVEQ8PHZ5RJwWEUMRMTQ4ONjNGs3MbIyOwlvSDFJwnxURFzZbUv+E5wqaWSE6mW0i4D+AOyLiM82XZGZmk+lkz3sP4FBggaSb88/rGq6rvzzkbWYtN+lUwYi4HseZmVmr+D8sKzzkbWalcHibmRXI4V3DY0Rm1nYObzOzAjm8zcwK5PA2MyuQw7uG/IHeZtZyDm8zswI5vCs8z9vMSuHwNjMrkMO7hke8zaztHN5mZgVyeFeEv8XSzArh8DYzK5DDu4aneZtZ2zm8zcwK5PCu8DxvMyuFw9vMrEAO7xoe8zaztnN4m5kVyOFd4SFvMyuFw9vMrEAO7xryp5uYWcs5vM3MCjRpeEs6Q9JySYt7UVA/hSd6m1khOtnz/jKwX8N1mJnZFEwa3hFxHfBgD2ppDc/zNrO269qYt6QjJQ1LGh4ZGenWas3MrEbXwjsiTouIoYgYGhwc7NZqe8oj3mZWCs82MTMrkMPbzKxAnUwVPAf4PrCdpGWSDm++LDMzm8jAZA0i4uBeFNIGnuZtZqXwsImZWYEc3jXkid5m1nIObzOzAjm8n8GD3mZWBoe3mVmBHN41POJtZm3n8DYzK5DDu8LzvM2sFA5vM7MCObxreJq3mbWdw9vMrEAO7woPeZtZKRzeZmYFcnjXkGd6m1nLObzNzArk8K7wPG8zK4XD28ysQA7vGp7nbWZt5/A2MyuQw7siPNPbzArh8K7hURMzazuHt5lZgRzeZmYFcnhXeJ63mZXC4V3DUwXNrO06Cm9J+0m6S9ISScc2XZSZmU1s0vCWtAZwMrA/sD1wsKTtmy7MzMzGN9BBm12BJRFxL4Ckc4E3ALd3u5jX/+v1vOzF63PiW3YYt81TTwX7nnRdtzcNwGNPPDVpm7seWMV7z74RgE+86fd41ZYb1bY7f3gpp113LwD//bd7suZA/fvkP168mBvu/dU0KzazNpm9zpqc9+7de7KtTsJ7c2Bp5foy4PfHNpJ0JHAkwLx586ZVzEsG12Xz2WtP2u6lm6w3rfV3Ymj+7HEDGWDmjBet3v7aM8bvvtnrrLm63URj6JvNWrvR+2NmvbPBzBk925ZikikWkt4C7BsRR+TrhwK7RsT7xvuboaGhGB4e7mqhZmbPZ5IWRcRQp+07OWG5DNiicn0ucP9UCzMzs+7pJLx/CLxU0laS1gQOAi5ptiwzM5vIpGPeEfGEpPcCVwBrAGdExG2NV2ZmZuPq5IQlEXEZcFnDtZiZWYf8H5ZmZgVyeJuZFcjhbWZWIIe3mVmBJv0nnWmtVBoBfjrNP58DrOhiOd3k2qbHtU2Pa5ueUmvbMiIGO11RI+H9XEgansp/GfWSa5se1zY9rm16Xii1edjEzKxADm8zswK1MbxP63cBE3Bt0+Papse1Tc8LorbWjXmbmdnk2rjnbWZmk3B4m5kVqDXh3e8vOZa0haRrJN0h6TZJ78+3byTpKkn35N+z8+2S9Plc762Sdu5BjWtIuknSpfn6VpIW5tq+lj+yF0lr5etL8vL5Ddc1S9IFku7M/bd7W/pN0t/lx3OxpHMkzexXv0k6Q9JySYsrt025nyQdltvfI+mwBms7MT+mt0q6SNKsyrLjcm13Sdq3cnsjr+O6+irLPigpJM3J13vWd+PVJel9uR9uk/Spyu3d67eI6PsP6aNmfwxsDawJ3AJs3+MaNgV2zpfXB+4mfeHyp4Bj8+3HAp/Ml18HXA4I2A1Y2IMajwbOBi7N188DDsqXTwX+Ol9+D3BqvnwQ8LWG6/oKcES+vCYwqw39RvoKv58Aa1f66+396jfgD4GdgcWV26bUT8BGwL359+x8eXZDte0DDOTLn6zUtn1+ja4FbJVfu2s0+Tquqy/fvgXp46p/Cszpdd+N02+vBb4FrJWvb9xEvzX2gp5iB+wOXFG5fhxwXJ9r+i/gj4G7gE3zbZsCd+XLXwAOrrRf3a6heuYCVwMLgEvzE3NF5cW1ug/zk3n3fHkgt1NDdW1ACkiNub3v/cbT37+6Ue6HS4F9+9lvwPwxL/Qp9RNwMPCFyu3PaNfN2sYseyNwVr78jNfnaL81/Tquqw+4ANgBuI+nw7unfVfzmJ4H7F3Trqv91pZhk7ovOd68T7WQD5d3AhYCm0TELwDy741zs17XfBJwDDD6Ffe/A6yMiCdqtr+6trz8ody+CVsDI8CX8pDO6ZLWpQX9FhE/B/4F+BnwC1I/LKId/TZqqv3Ur9fKX5H2ZltTm6QDgZ9HxC1jFvW7vm2BPfPQ2/9I2qWJutoS3nXfr96XOYyS1gO+DhwVEQ9P1LTmtkZqlnQAsDwiFnW4/V725wDpsPGUiNgJeJR0+D+eXvbbbOANpEPUzYB1gf0n2H5rnoeMX0vPa5R0PPAEcNboTePU0MvHdh3geOAjdYvHqaNX9Q2QhmV2A/4eOE+Sul1XW8K7FV9yLGkGKbjPiogL882/lLRpXr4psDzf3sua9wAOlHQfcC5p6OQkYJak0W9Dqm5/dW15+YbAgw3VtgxYFhEL8/ULSGHehn7bG/hJRIxExOPAhcAf0I5+GzXVfurpayWf1DsAOCTyMX1LansJ6U35lvy6mAvcKOnFLahvGXBhJD8gHS3P6XZdbQnvvn/JcX5n/A/gjoj4TGXRJcDoWenDSGPho7f/ZT6zvRvw0Ojhb7dFxHERMTci5pP65tsRcQhwDfDmcWobrfnNuX0je0AR8QCwVNJ2+aa9gNtpQb+Rhkt2k7ROfnxHa+t7v1VMtZ+uAPaRNDsfWeyTb+s6SfsBHwIOjIhfj6n5IKXZOVsBLwV+QA9fxxHxo4jYOCLm59fFMtKEgwfof99dTNrBQtK2pJOQK+h2v3XrZEIXBv1fR5rh8WPg+D5s/9WkQ5VbgZvzz+tIY55XA/fk3xvl9gJOzvX+CBjqUZ2v4enZJlvnB38JcD5Pn92ema8vycu3brimHYHh3HcXkw4ZW9FvwEeBO4HFwFdJZ/r70m/AOaSx98dJYXP4dPqJNP68JP+8o8HalpDGYkdfD6dW2h+fa7sL2L9yeyOv47r6xiy/j6dPWPas78bptzWBM/Nz7kZgQRP95n+PNzMrUFuGTczMbAoc3mZmBXJ4m5kVyOFtZlYgh7eZWYEc3mZmBXJ4m5kV6P8BtGp4IDqWKZgAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(L)\n",
"plt.title(\"LOSS - linear regression-function B \")"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(array([2.04411009]), array([-5.22191735]))"
]
},
"execution_count": 114,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"m1,c1 #linear B"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Polynimial Regression"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## part -3"
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"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": [
"rng=np.random.RandomState(10)\n",
"x=10* rng.rand(50)\n",
"\n",
"y=x**2 + x -5 +rng.randn(50)\n",
"\n",
"plt.scatter(x,y)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 171,
"metadata": {},
"outputs": [],
"source": [
"def line(m1,m2,x,c1):\n",
" return m1*x**2+ m2*x +c1"
]
},
{
"cell_type": "code",
"execution_count": 172,
"metadata": {},
"outputs": [
{
"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": [
"m1=np.random.randn(1)\n",
"m2=np.random.randn(1)\n",
"c1=np.random.randn(1)\n",
"y_p=line(m1,m2,x,c1)\n",
"plt.plot(x,y,'go')\n",
"\n",
"plt.plot(x,y_p,'r*')\n",
"plt.legend([\"Given\",\"Predicted\"])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"50"
]
},
"execution_count": 173,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"L=[]\n",
"N=x.shape[0]\n",
"N"
]
},
{
"cell_type": "code",
"execution_count": 203,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 0\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 5000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 10000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 15000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 20000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 25000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no of iterations: 30000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",