From d148e183017602ef744f79eb2b23ff9871e81453 Mon Sep 17 00:00:00 2001 From: Gerardo Marx Date: Fri, 4 Apr 2025 08:20:58 -0600 Subject: [PATCH] Updated to show the usage of sklearn --- main.ipynb | 144 ++++++++++++++++++++++++++++++++++++++++------------- 1 file changed, 109 insertions(+), 35 deletions(-) diff --git a/main.ipynb b/main.ipynb index 7522914..21602e2 100644 --- a/main.ipynb +++ b/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -49,17 +49,17 @@ }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
Model: \"sequential_4\"\n",
+       "
Model: \"sequential_1\"\n",
        "
\n" ], "text/plain": [ - "\u001b[1mModel: \"sequential_4\"\u001b[0m\n" + "\u001b[1mModel: \"sequential_1\"\u001b[0m\n" ] }, "metadata": {}, @@ -138,14 +138,14 @@ "hn=2\n", "model = Sequential()\n", "model.add(Input(shape=(1,), name='input'))\n", - "model.add(Dense(hn, activation='sigmoid', name='hidden'))\n", + "model.add(Dense(hn, activation='linear', name='hidden'))\n", "model.add(Dense(1, activation='linear', name='output'))\n", "model.summary()" ] }, { "cell_type": "code", - "execution_count": 85, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -184,12 +184,12 @@ }, { "cell_type": "code", - "execution_count": 87, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { - "image/png": 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2yJgxYyQ7O1s6d+4ss2fPluPHjwe1Wb9+vQwdOlQyMzOld+/esmzZstZ+nQmFYSQAQLJLbcnwxebNm+2b5ZVXXilXX321bNu2zR6/88475bXXXpOSkhLZsGGD7N27V6699tqgXgINL8eOHZP33ntPli9fbsPJvHnz/G127dpl21xxxRWyZcsWmTFjhkyaNEneeustJ79uT+PWAgCApGdaqUOHDmbp0qWmpqbGpKenm5KSEv+x7du3G/0U5eXldnvNmjUmNTXVVFVV+dsUFxebnJwcU1dXZ7fnzJlj+vfvH/Q5CgsLTUFBQUTnVVtbaz+3PieidevW2a+v4WPWrFnxPjUAAFos3PfvFs+B0d6UFStWyOHDh+1QkvbK1NfXy8iRI/1t+vbtK927d5fy8nK7rc8DBw6U3Nxcf5uCggI5cOCAvxdH2wS+hq+N7zUaU1dXZ18n8JHIuLUAACCZRRxgtm7daue36PyUKVOmyKpVq6Rfv35SVVUlGRkZ0r59+6D2Glb0mNLnwPDiO+471lQbDSRHjhxp9Lzmz58v7dq18z+6desmiYxbCwAAklnEAaZPnz52bsrGjRvltttukwkTJsinn34q8VZUVCS1tbX+R2VlpSTDrQUa9sLotk58BgAgkbWJ9AO0l8X3Bjls2DDZtGmTLF68WAoLC+3k3JqamqBeGK1CysvLs3/X5w8++CDo9XxVSoFtGlYu6bZWPWVlZTV6XtojpA8AAJD4Wr0OzMmTJ+38Ew0z6enpsnbtWv+xiooKWzatc2SUPusQVHV1tb9NaWmpDSc6DOVrE/gavja+18D/2bFjh07CDtqn2xooAQBIaJHMDJ47d67ZsGGD2bVrl/n444/tdkpKinn77bft8SlTppju3bvbCpkPP/zQ5Ofn24fP8ePHzYABA8yoUaPMli1bzJtvvmnOOussU1RU5G/zj3/8w2RnZ5vZs2fbKqYnnnjCpKWl2bbRmMXsZZWVlfb6N6xE0uulxwAA8Jpw378jCjA333yz6dGjh8nIyLDBY8SIEf7woo4cOWKmTp1qS6s1hIwdO9bs27cv6DV2795tRo8ebbKyskynTp3MzJkzTX19fVCbsrIyM2TIEPt5evXqZZ555hkTqWQIMErLpkOVU+s1BADAa8J9/07RPyQBadWSViPphF4dokpUWjLdo0cPO5QXaNGiRTJr1qy4nRcAANF8/+ZeSB7HqrwAgGREgEnQmztqjwyTeQEAiYoAkwBYlRcAkGwIMAmAVXkBAMmGAJNAq/Kmpp767dS7hgMAkGgIMAmCybwAgGRCgEkgTOYFACQLAkwCYTIvACBZEGASCJN5AQDJggCTYJjMCwBIBgSYBMNkXgBAMiDAJCAm8wIAEh0BJokm8z7yyCP0wgAAEgIBJokm89ILAwBIFCnGGCNJfDvuRKU9Ld27d5eG3960tDTZvXu3DTkAAHj1/ZsemARFSTUAIJERYBIYJdUAgERFgEnCkuq5c+cymRcA4GkEmCQsqWYYCQDgdQSYBNe2bduQ+08//fSYnwsAAE4hwCS4Q4cOhdy/cuXKmJ8LAABOIcAkOBa1AwAkIgJMgmNROwBAImIhuyRe1E5LrD///HMWtQMAuAYL2cGPXhgAQKKhByZJcGsBAIAX0AODINxaAACQSAgwSYRbCwAAEgUBJok0dmuBu+++m5JqAICnEGCSTKhbCzCZFwDgNQSYJMPCdgCARECASTKUVAMAEgFl1EmIhe0AAG5FGTUaRS8MAMDr6IFJUvTCAADciB4YNIleGACAl9EDk8TohQEAuA09MGgWvTAAAK+iBybJ0QsDAHATemAQFnphAABeRA8MGu2FSUtLk927d9MLAwCIGXpg0OpemBMnTsjOnTvjck4AADSFAAPr+9//fsj9p59+eszPBQCA5hBgYB06dCjk/pUrV8b8XAAAaA4BBhZ3qQYAeAkBBhbVSAAAL6EKCX6sCQMAiDeqkBAxemEAAF5BDwyC0AsDAIgnemDgeC/MQw89FJdzAgCgIQIMTjF9+vSQFUlLliyRhx9+OC7nBABAIAIMwu6FUXPmzKGsGgAQdwQYRNQLo3NjmNALAIg3Agwa7YX5xS9+EfIYi9sBADwVYObPny/Dhw+XM844Qzp37izXXHONVFRUBLU5evSoTJs2TTp27Cht27aVcePGyf79+4Pa7NmzR8aMGSPZ2dn2dWbPni3Hjx8ParN+/XoZOnSoZGZmSu/evWXZsmWt+TrRAvp9ufXWW0/ZT1k1AMBTAWbDhg02nLz//vtSWloq9fX1MmrUKDl8+LC/zZ133imvvfaalJSU2PZ79+6Va6+9NugOxxpejh07Ju+9954sX77chpN58+b52+zatcu2ueKKK2TLli0yY8YMmTRpkrz11ltOfd0I07333sstBgAA7mNaobq6WhcLMRs2bLDbNTU1Jj093ZSUlPjbbN++3bYpLy+322vWrDGpqammqqrK36a4uNjk5OSYuro6uz1nzhzTv3//oM9VWFhoCgoKwj632tpa+3n1Ga0za9Ysey0bPnQ/AABOCvf9u1VzYHSRGXXmmWfa582bN9temZEjR/rb9O3b1y6MVl5ebrf1eeDAgZKbm+tvU1BQYBeu2bZtm79N4Gv42vheI5S6ujr7GoEPRHdCL70wAIB4aXGA0XkQOrTzjW98QwYMGGD3VVVVSUZGhrRv3z6orYYVPeZrExhefMd9x5pqo6HkyJEjjc7P0ZX7fI9u3bq19EtDA9xiAACQMAFG58J88sknsmLFCnGDoqIi2yPke1RWVsb7lJKiF+aXv/wlvTAAAG8EmNtvv11Wr14tZWVlQffGycvLs5Nza2pqgtprFZIe87VpWJXk226ujd4TISsrK+Q5abWSHg98wDn6fZ48eXLIdWGaGtoDACDuAUbfrDS8rFq1StatWyc9e/YMOj5s2DBJT0+XtWvX+vdpmbWWTefn59ttfd66datUV1f722hFkwaOfv36+dsEvoavje81EB9XXnllyP36swAAgGvvRj116lR54YUX5JVXXpE+ffr49+ucE1/PyG233SZr1qyxpdEaSu644w67X0umfWXUQ4YMka5du8rChQvtfJcbb7zRlkn//Oc/95dR67waHaa6+eab7Rvkj3/8Y3n99dftZN5wcDdq5+lQUai5RdypGgDglLDfvyMpbQpVSquPZ555xt/myJEjZurUqaZDhw4mOzvbjB071uzbty/odXbv3m1Gjx5tsrKyTKdOnczMmTNNfX19UJuysjIzZMgQk5GRYXr16hX0OcJBGXVsS6pvvfXWeJ8aACABhPv+HVEPjJfQAxO9Xhgtiw/1Y7No0SKZNWtWXM4LAJBc79/cCwkR4U7VAAA3IMAgYtypGgAQbwQYRIw7VQMA4o0AA8fvVP3QQw/F5ZwAAMmDAAPH71S9ZMkSefjhh+NyTgCA5ECAQYsxoRcAEC8EGERtQi9DSQCAaCHAIGoTehlKAgBECwEGUZvQqxhKAgBEAwEGUZ3Qy9owAIBoIMAg6kNJjz76KL0wAABHEWAQ9aEkvQP5zp0743JOAIDERICBoyZOnBhy/x//+MeYnwsAIHERYOCoQ4cOhdz/85//nGEkAIBjCDBw1Hnnnce6MACAqCPAwFGsCwMAiAUCDBzHujAAgGgjwCDm68IwlAQAaC0CDOIylKQBBwCAliLAIC5DST/72c+YDwMAaLEUo336CejAgQPSrl07qa2tlZycnHifTtLS+S7du3e3Q0cN6RDTnj17bG8NAACRvH/TA4O4DSUxHwYA0FIEGMRkKOmee+4JeYzSagBASxBgEBPa00JpNQDAKQQYxAyl1QAApxBgEDOs0gsAcAoBBjHFKr0AACcQYBBzjS1ip0NJ5eXlMT8fAID3EGAQl6GkyZMnhzz26quvxvx8AADeQ4BBXNx3330h9z/33HPcZgAA0CwCDOLWCzNr1qyQx7jNAACgOdxKAHHDbQYAAA1xKwG4HrcZAAC0FAEGrr7NAPNhAAChEGDg6tsM6HwYQgwAoCECDFx9mwHFpF4AQEMEGLh+PoxilV4AQCACDDwxH4ZJvQCAQAQYuIqGlKYm9TKUBABQBBh4alKv9tIwlAQAIMDAlZqqPCoqKorpuQAA3IcAA8/d8JH7JQEACDDw3A0fFevDAEByI8DA1b0wCxcubPQ468MAQPIiwMCzpdWK9WEAIDkRYODp0mrWhwGA5ESAQUKsD8N8GABILgQYeAY3fQQA+BBgkFA3fSTEAEByIMAgoW76SIgBgORAgEHCVSZRXg0AiY8Ag4Sb1Ku4ZxIAJDYCDBI2xHDPJABIXBEHmD/96U9y1VVXSdeuXe1kypdffvmUdTnmzZsnXbp0kaysLBk5cqTs2LEjqM1///tfGT9+vOTk5Ej79u1l4sSJcujQoaA2H3/8sVx22WVy2mmnSbdu3ZpckRXJHWL0ZykU7pkEAIkr4gBz+PBhGTx4sDzxxBMhj2vQeOyxx+Q3v/mNbNy4UU4//XQpKCiQo0eP+tvoG862bduktLRUVq9ebUNR4I37Dhw4IKNGjZIePXrI5s2bZdGiRfLAAw/IU0891dKvEwlswYIFjR5jUi8AJCjTCvrhq1at8m+fPHnS5OXlmUWLFvn31dTUmMzMTPPiiy/a7U8//dR+3KZNm/xt3njjDZOSkmL+9a9/2e0nn3zSdOjQwdTV1fnb3H333aZPnz5hn1ttba39PPqMxLdw4UL7/W7scc8998T7FAEADr5/OzoHZteuXVJVVWWHjXzatWsnF110kZSXl9ttfdZhowsuuMDfRtunpqbaHhtfm29+85uSkZHhb6O9OBUVFfLll186ecpIosokemIAIHG0cfLFNLyo3NzcoP267Tumz507dw4+iTZt5Mwzzwxq07Nnz1New3esQ4cOp3zuuro6+wgchkJy8d0TScNKKL793DsJALwvYaqQ5s+fb3t7fA+d+Ivk01xlEj0xAJAYHA0weXl59nn//v1B+3Xbd0yfq6urg44fP37cViYFtgn1GoGfI1TJbG1trf9RWVnp4FcGLyHEAEDiczTA6LCPBoy1a9cGDeXo3Jb8/Hy7rc81NTW2ushn3bp1cvLkSTtXxtdGK5Pq6+v9bbRiqU+fPiGHj1RmZqYtyw58IHkRYgAgsUUcYHS9li1bttiHb+Ku/n3Pnj12XZgZM2bYN49XX31Vtm7dKj/60Y/smjHXXHONbf+1r31Nvv3tb8stt9wiH3zwgbz77rty++23yw9+8APbTv3whz+0E3h1fRgtt/79738vixcvlrvuusvprx8JjBADAAnMRKisrCxkmeqECRP8pdT33Xefyc3NteXTI0aMMBUVFUGv8cUXX5jrr7/etG3b1uTk5JibbrrJHDx4MKjNRx99ZC699FL7GmeffbZZsGBBROdJGTV8tISaEmsA8IZw379T9A9JQDp0pZN5dT4Mw0m44YYb5Pnnn2/0uPbUUJ0EAN55/06YKiSgpav1KoaTAMBbCDBICuecc44sXbq0yTaEGADwDgIMkoZOCtfyeh1OairE6PF//vOfMT03AEBkCDBIup6YZ599tsnqJJ0rowsh6k1EAQDuRIBBUmquxFrNmTNHHn744ZidEwAgfAQYJK1wQozeJHLTpk0xOycAQHgIMEhq4YSYCy+8kOEkAHAZAgySnoaY5gKKDidRoQQA7kGAAURk1qxZ9tYWTaFCCQDcgwAD/H/Dhw+XhQsXNtmGCiUAcAcCDNBg0m444YQhJQCILwIMEGI4qbkF7xRDSgAQPwQYoIUL3gUOKT399NMxOzcAAAEGaHWFkpo0aRLrxQBADBFgAIeGlFgvBgBihwADODikpJN7mRcDANFHgAEcXrnXNy/m1ltvJcgAQJQQYIAohBj11FNPsWYMAEQJAQaI4uRe37DSj3/846ifEwAkEwIMEOXJverxxx+Xiy++mCElAHAIAQZwYHJvOL0xGzduZG4MADiEAAM42BszZcqUZtsyNwYAWo8AAzjYG1NcXGyDzNixY5ttT8k1ALQcAQaIQpB56aWXZMyYMc22peQaAFqGAANEyerVq8Mqt1YMKwFAZAgwQJTLrcOdG6MYVgKA8BBggBjOjQmn5No3rDR+/HhZuXIlYQYAQiDAAC4suVYvvPCCFBYWMkcGAEIgwAAuXgCv4RwZggwAfIUAA3igN8aHIAMAXyHAAB5ZAC8QQQZAsiPAAC6a5KtBJiUlJeIgw4RfAMkmxRhjJAEdOHBA2rVrJ7W1tZKTkxPv0wHCpiGkvLxcXn31VXnuueci/vjJkyfLfffdZ4MRACTq+zc9MIDLaPC47rrr7ByZSCf7KoaXACQDAgzgkcm+kQwtKYaXACQyhpCAJBlaUj/84Q/l6quvlksuuYQhJgCefv8mwAAeDTM/+9nPZMmSJdLSf8Lf/e53Zd68eTJ8+HDHzw8AWooAQ4BBEvXKvPjii7Jq1aoWvcZFF10kEyZMkI4dO9IzAyDuCDAEGCSZhx9+2N4MsrX/pBlmAhBPBBgCDJJ8nozeFLK1/7xHjBgh48aNk6uuuoowAyAmCDAEGCQ5p8OM9sxceumlDDUBiCoCDAEGcLSCKVSg6d+/vxw9etT20DAZGIATCDAEGKDRMFNUVORYkGk4GVjRSwOgpQgwBBggrF6ZL774Qt59911HhpkaG3ZShBoA4SDAEGCAuA8zhUKoAdAUAgwBBmhVmFm9erW89NJL8sc//tHxnpnG5tNUV1dLnz59qHoCktgBAgwBBvDKUFNzPTU+9NgAie8AAYYAA0Q70JSWltpemli75pprZNSoUafsJ+AA3keAIcAAMQ80Kpa9NE0FnB49ekjnzp2lQ4cOQccIOYC7EWAIMEDSDTs5FXJ8CDtA7BFgCDCAa3tplFuDTWO3VLjyyisbDTpffvmlnYDsC0MEH6DlCDAEGMBTwUZDQFlZWUyqnmIlcCJyw5DTmFDtCERIJgcIMAQYIFF6a9Ty5cvl/fffl2TmC0ThhKHWBKam2vTu3ZswhagiwBBggISzadMmef311yUzM/OUN1svDUklglBl7k4Fq2iFL7d8Pi+f+5cxCLMJEWCeeOIJWbRokVRVVcngwYPl8ccflwsvvDCsjyXAAMnbe7Nz507597//LWeddVbQL2JCDuCslJQU+e1vfysTJ0507DU9H2B+//vfy49+9CP5zW9+Y28S96tf/UpKSkqkoqLCJr/mEGAAtCTkBIadaN5SAUgUaWlpsnv3bsd6YjwfYDS0DB8+XH7961/b7ZMnT0q3bt3kjjvukLlz5zb78QQYAE7dUuFvf/tbo0HH163uC0OffvopvTxIOmVlZfKtb33LkdfydIA5duyYZGdnyx/+8Ae7VoPPhAkTpKamRl555ZVTPqaurs4+Ai+ABh4CDAA3TEQODDnNzVUIbMewF9wuLU49MG3Ehf7zn//IiRMnJDc3N2i/bn/22WchP2b+/Pny4IMPxugMAaBx+ov8uuuuc+S1pkyZYn+/BQaicMJQSwNTU20+//xzWbVqFWEKfqmpqbJkyZK4VKW5MsC0RFFRkdx1112n9MAAgNc5GYiiVebuZLCKRvhy0+fz8rl/GdBGq5Dy8/PjVlLvygDTqVMn2yW1f//+oP26nZeXF/JjtKxSHwCA5AhTSG6p4kIZGRkybNgwWbt2rX+fTuLVbU17AAAgubmyB0bpcJBO2r3gggvs2i9aRn348GG56aab4n1qAAAgzlwbYAoLC+0427x58+xCdkOGDJE333zzlIm9AAAg+biyjNoJrAMDAEDivn+7cg4MAABAUwgwAADAcwgwAADAcwgwAADAcwgwAADAcwgwAADAcwgwAADAc1y7kF1r+Za30XpyAADgDb737eaWqUvYAHPw4EH7zB2pAQDw5vu4LmiXdCvx6s0f9+7dK2eccYakpKQ4mgw1FFVWVrLCb5RxrWOD6xwbXOfY4Vp7+zprLNHw0rVrV0lNTU2+Hhj9ovW279Gi3yz+YcQG1zo2uM6xwXWOHa61d69zUz0vPkziBQAAnkOAAQAAnkOAiVBmZqbcf//99hnRxbWODa5zbHCdY4drnRzXOWEn8QIAgMRFDwwAAPAcAgwAAPAcAgwAAPAcAgwAAPAcAkyEnnjiCTn33HPltNNOk4suukg++OCDeJ+Sp/zpT3+Sq666yq6wqCskv/zyy0HHdU75vHnzpEuXLpKVlSUjR46UHTt2BLX573//K+PHj7cLJ7Vv314mTpwohw4divFX4m7z58+X4cOH25WoO3fuLNdcc41UVFQEtTl69KhMmzZNOnbsKG3btpVx48bJ/v37g9rs2bNHxowZI9nZ2fZ1Zs+eLcePH4/xV+NexcXFMmjQIP9CXvn5+fLGG2/4j3ONo2PBggX298eMGTP8+7jWznjggQfstQ189O3b153XWauQEJ4VK1aYjIwM87vf/c5s27bN3HLLLaZ9+/Zm//798T41z1izZo255557zEsvvaTVb2bVqlVBxxcsWGDatWtnXn75ZfPRRx+Z733ve6Znz57myJEj/jbf/va3zeDBg837779v/vznP5vevXub66+/Pg5fjXsVFBSYZ555xnzyySdmy5Yt5jvf+Y7p3r27OXTokL/NlClTTLdu3czatWvNhx9+aC6++GJzySWX+I8fP37cDBgwwIwcOdL89a9/td+7Tp06maKiojh9Ve7z6quvmtdff9387W9/MxUVFeYnP/mJSU9Pt9ddcY2d98EHH5hzzz3XDBo0yEyfPt2/n2vtjPvvv9/079/f7Nu3z//497//7crrTICJwIUXXmimTZvm3z5x4oTp2rWrmT9/flzPy6saBpiTJ0+avLw8s2jRIv++mpoak5mZaV588UW7/emnn9qP27Rpk7/NG2+8YVJSUsy//vWvGH8F3lFdXW2v24YNG/zXVd9oS0pK/G22b99u25SXl9tt/cWTmppqqqqq/G2Ki4tNTk6Oqauri8NX4Q0dOnQwS5cu5RpHwcGDB815551nSktLzeWXX+4PMFxrZwOM/gcxFLddZ4aQwnTs2DHZvHmzHdIIvN+SbpeXl8f13BLFrl27pKqqKuga6/0wdKjOd431WYeNLrjgAn8bba/fi40bN8blvL2gtrbWPp955pn2WX+W6+vrg661dhN379496FoPHDhQcnNz/W0KCgrsDdy2bdsW86/B7U6cOCErVqyQw4cP26EkrrHzdOhChyYCr6niWjtLh+11mL9Xr152uF6HhNx4nRP2Zo5O+89//mN/QQV+U5Ruf/bZZ3E7r0Si4UWFusa+Y/qsY6qB2rRpY9+YfW1w6p3Zda7AN77xDRkwYIDdp9cqIyPDhsGmrnWo74XvGL6ydetWG1h0boDOCVi1apX069dPtmzZwjV2kIbDv/zlL7Jp06ZTjvHz7Bz9D+OyZcukT58+sm/fPnnwwQflsssuk08++cR115kAAyTB/1r1l88777wT71NJSPqLXsOK9nL94Q9/kAkTJsiGDRvifVoJpbKyUqZPny6lpaW2gALRM3r0aP/fdYK6BpoePXrIypUrbWGFmzCEFKZOnTpJWlraKbOtdTsvLy9u55VIfNexqWusz9XV1UHHdXa7VibxfTjV7bffLqtXr5aysjI555xz/Pv1WumwaE1NTZPXOtT3wncMX9H/kfbu3VuGDRtmq78GDx4sixcv5ho7SIcu9N/90KFDbY+rPjQkPvbYY/bv+j98rnV0aG/L+eefLzt37nTdzzQBJoJfUvoLau3atUFd87qt3cdovZ49e9of8MBrrOOmOrfFd431Wf/x6C80n3Xr1tnvhf5PAV/ROdIaXnQ4Q6+PXttA+rOcnp4edK21zFrHugOvtQ6PBAZG/R+wlgvrEAlC05/Furo6rrGDRowYYa+T9nT5HjoPTudn+P7OtY4OXaLi73//u13awnU/045OCU6CMmqtiFm2bJmthpk8ebItow6cbY3mqwi0tE4f+uP3yCOP2L9//vnn/jJqvaavvPKK+fjjj83VV18dsoz661//utm4caN55513bFUCZdTBbrvtNluOvn79+qByyP/9739B5ZBaWr1u3TpbDpmfn28fDcshR40aZUux33zzTXPWWWdRdhpg7ty5trJr165d9udVt7Ui7u2337bHucbRE1iFpLjWzpg5c6b9vaE/0++++64th9YyaK1kdNt1JsBE6PHHH7ffPF0PRsuqdS0ShK+srMwGl4aPCRMm+Eup77vvPpObm2vD4ogRI+z6GoG++OILG1jatm1rS/NuuukmG4zwf0JdY33o2jA+GgqnTp1qy36zs7PN2LFjbcgJtHv3bjN69GiTlZVlf4npL7f6+vo4fEXudPPNN5sePXrY3wf6S1p/Xn3hRXGNYxdguNbOKCwsNF26dLE/02effbbd3rlzpyuvc4r+4WyfDgAAQHQxBwYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAHgOAQYAAIjX/D+MFKmPcg0EgAAAAABJRU5ErkJggg==", + "image/png": 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", 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", 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", "text/plain": [ "
" ] @@ -239,7 +239,27 @@ }, { "cell_type": "code", - "execution_count": 90, + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[array([[ 0.7760521 , -0.18955402]], dtype=float32), array([8.428659, 8.034532], dtype=float32)]\n", + "[array([[2.4613197 ],\n", + " [0.63733613]], dtype=float32), array([6.2560296], dtype=float32)]\n" + ] + } + ], + "source": [ + "for layer in model.layers:\n", + " print(layer.get_weights())" + ] + }, + { + "cell_type": "code", + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -248,15 +268,15 @@ "text": [ "Layer: hidden\n", " Weights (Kernel): (1, 2) \n", - "[[-0.09109873 0.09800559]]\n", + "[[ 0.7760521 -0.18955402]]\n", " Biases: (2,) \n", - "[-0.9732538 -3.5764303]\n", + "[8.428659 8.034532]\n", "Layer: output\n", " Weights (Kernel): (2, 1) \n", - "[[-98.196144]\n", - " [ 79.91211 ]]\n", + "[[2.4613197 ]\n", + " [0.63733613]]\n", " Biases: (1,) \n", - "[58.93958]\n" + "[6.2560296]\n" ] } ], @@ -269,6 +289,60 @@ " print(f\" Biases: {weights[1].shape} \\n{weights[1]}\")" ] }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n" + ] + }, + { + "data": { + "text/plain": [ + "array([[211.05261]], dtype=float32)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "inData = np.array([100])\n", + "model.predict(inData)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([211.05262121])" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "wih = np.array([[ 0.7760521, -0.18955402]])\n", + "bh = np.array([8.428659, 8.034532])\n", + "Xh = np.dot(inData, wih) + bh\n", + "who = np.array([[2.4613197 ],[0.63733613]])\n", + "bo = np.array([6.2560296])\n", + "O = np.dot(Xh,who) + bo\n", + "O" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -278,7 +352,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -291,10 +365,10 @@ { "data": { "text/plain": [ - "array([[213.712]], dtype=float32)" + "array([[115.929985]], dtype=float32)" ] }, - "execution_count": 9, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -306,7 +380,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -315,7 +389,7 @@ "array([213.73814765])" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -341,12 +415,12 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -400,12 +474,12 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -425,18 +499,18 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Pesos entre capa de entrada y oculta: [[ 1.7083841 -0.3760454]]\n", - "Pesos entre capa oculta y salida: [[ 0.30553975]\n", - " [-1.25492522]]\n", - "Bias de capa oculta: [1.03054493 1.02444091]\n", - "Bias de salida: [0.97903327]\n" + "Pesos entre capa de entrada y oculta: [[ 1.70549238 -0.37235861]]\n", + "Pesos entre capa oculta y salida: [[ 0.30934654]\n", + " [-1.25842791]]\n", + "Bias de capa oculta: [1.02819949 1.02732046]\n", + "Bias de salida: [0.97683886]\n" ] } ], @@ -456,7 +530,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "metadata": {}, "outputs": [ {