From 3466b9f30eb9995661d7e4a64f508cff6b3fa043 Mon Sep 17 00:00:00 2001 From: Ayan Dutta Date: Sat, 6 Oct 2018 04:17:16 +0530 Subject: [PATCH 1/3] Partially solved Assignment-4. --- ayan59dutta.ipynb | 141 ++++++++++++++++++++++++++++++++++++++++------ 1 file changed, 124 insertions(+), 17 deletions(-) diff --git a/ayan59dutta.ipynb b/ayan59dutta.ipynb index 0a721fb..504c36b 100644 --- a/ayan59dutta.ipynb +++ b/ayan59dutta.ipynb @@ -5,7 +5,8 @@ "colab": { "name": "First_Date_with_TensorFlow.ipynb", "version": "0.3.2", - "provenance": [] + "provenance": [], + "include_colab_link": true }, "kernelspec": { "name": "python3", @@ -13,6 +14,16 @@ } }, "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "[View in Colaboratory](https://colab.research.google.com/github/ayan59dutta/Assignment-4/blob/ayan59dutta/ayan59dutta.ipynb)" + ] + }, { "metadata": { "id": "2XXfXed5YLbe", @@ -88,7 +99,11 @@ "metadata": { "id": "vmMcjzTxbWzw", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 72 + }, + "outputId": "a18ebad8-ba5f-4199-b27e-1dca2476daec" }, "cell_type": "code", "source": [ @@ -97,8 +112,18 @@ "print (t2)\n", "print (t3)" ], - "execution_count": 0, - "outputs": [] + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Tensor(\"Const:0\", shape=(), dtype=float32)\n", + "Tensor(\"Const_1:0\", shape=(2,), dtype=float32)\n", + "Tensor(\"Const_2:0\", shape=(2, 3, 2), dtype=float32)\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -118,7 +143,11 @@ "metadata": { "id": "ol6O5I7Tb2nb", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 219 + }, + "outputId": "aeb904b8-9fc2-4652-ad93-a0ae7611440c" }, "cell_type": "code", "source": [ @@ -130,8 +159,26 @@ "print (sess.run(t3))\n", "sess.close()" ], - "execution_count": 0, - "outputs": [] + "execution_count": 4, + "outputs": [ + { + "output_type": "stream", + "text": [ + "2.0\n", + "=======================\n", + "[1. 2.]\n", + "=======================\n", + "[[[1. 9.]\n", + " [2. 3.]\n", + " [4. 5.]]\n", + "\n", + " [[1. 9.]\n", + " [2. 3.]\n", + " [4. 5.]]]\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -177,7 +224,11 @@ "metadata": { "id": "FyVz0GNqgreZ", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 54 + }, + "outputId": "7a1880c0-78cc-49b2-fede-70da657d5453" }, "cell_type": "code", "source": [ @@ -193,8 +244,17 @@ "print ('Comp Graph 1 Alt: ', sess.run(comp_graph_1_alt))\n", "sess.close()" ], - "execution_count": 0, - "outputs": [] + "execution_count": 5, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Comp Graph 1 : 7663\n", + "Comp Graph 1 Alt: 7663\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -212,7 +272,11 @@ "metadata": { "id": "4856BTvRhiBb", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 72 + }, + "outputId": "26ac7817-9cf9-4cef-9513-b683d33367f2" }, "cell_type": "code", "source": [ @@ -231,8 +295,18 @@ "print ('Part 2 Result: ', part2_res)\n", "sess.close()" ], - "execution_count": 0, - "outputs": [] + "execution_count": 6, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Complete Result: 3.5897436\n", + "Part 1 Result: -4.0\n", + "Part 2 Result: 3.5897436\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -257,18 +331,41 @@ "metadata": { "id": "-uHNe1BolJY0", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 35 + }, + "outputId": "0e194c21-cd75-4537-fe9c-54688080c722" }, "cell_type": "code", "source": [ "# Build the graph\n", "# YOUR CODE HERE\n", "\n", + "n1 = tf.constant([9, 10], dtype=tf.float32)\n", + "n2 = tf.constant([7, 8.65], dtype=tf.float32)\n", + "n3 = tf.constant(5.6, dtype=tf.float32)\n", + "n4 = tf.constant([7.65, 9], dtype=tf.float32)\n", + "n5 = tf.constant([13.5, 7.18], dtype=tf.float32)\n", + "\n", + "cg1 = tf.minimum(((n1 * n2) / n3), (n4 + n5))\n", + "\n", "# Execute \n", - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "\n", + "with tf.Session() as sess:\n", + " print(sess.run(cg1))" ], - "execution_count": 0, - "outputs": [] + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[11.25 15.446429]\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -296,6 +393,16 @@ "# Build the graph\n", "# YOUR CODE HERE\n", "\n", + "n1 = tf.constant([[1.2, 3.4], \n", + " [7.5, 8.6]], dtype=tf.float32)\n", + "n2 = tf.constant([[7, 9],\n", + " [8, 6]], dtype=tf.float32)\n", + "n3 = tf.constant([[2.79, 3.81, 5.6],\n", + " [7.3, 5.67, 8.9]], dtype=tf.float32)\n", + "n4 = tf.constant([[2.6, 18.1],\n", + " [7.86, 9.81],\n", + " [9.36, 10.11]], dtype=tf.float32)\n", + "\n", "# Execute \n", "# YOUR CODE HERE" ], From ba8780602f628f4dc6b453829bebfaf0f388e0b6 Mon Sep 17 00:00:00 2001 From: Ayan Dutta Date: Fri, 12 Oct 2018 15:08:46 +0530 Subject: [PATCH 2/3] Updated Assignment - 4. --- ayan59dutta.ipynb | 417 +++++++++++++++++++++++++++++++++++++++++----- 1 file changed, 378 insertions(+), 39 deletions(-) diff --git a/ayan59dutta.ipynb b/ayan59dutta.ipynb index 504c36b..e041f03 100644 --- a/ayan59dutta.ipynb +++ b/ayan59dutta.ipynb @@ -103,7 +103,7 @@ "base_uri": "https://localhost:8080/", "height": 72 }, - "outputId": "a18ebad8-ba5f-4199-b27e-1dca2476daec" + "outputId": "97e61a64-612a-4e7b-89b4-755ba204b606" }, "cell_type": "code", "source": [ @@ -147,7 +147,7 @@ "base_uri": "https://localhost:8080/", "height": 219 }, - "outputId": "aeb904b8-9fc2-4652-ad93-a0ae7611440c" + "outputId": "3fd33587-4d6f-4c4d-88a0-060842eccf58" }, "cell_type": "code", "source": [ @@ -228,7 +228,7 @@ "base_uri": "https://localhost:8080/", "height": 54 }, - "outputId": "7a1880c0-78cc-49b2-fede-70da657d5453" + "outputId": "df83c837-8f55-487f-b2d9-92466a952d6a" }, "cell_type": "code", "source": [ @@ -276,7 +276,7 @@ "base_uri": "https://localhost:8080/", "height": 72 }, - "outputId": "26ac7817-9cf9-4cef-9513-b683d33367f2" + "outputId": "0dce8f47-b8f5-4b23-eb4c-313ac98034b6" }, "cell_type": "code", "source": [ @@ -335,7 +335,7 @@ "base_uri": "https://localhost:8080/", "height": 35 }, - "outputId": "0e194c21-cd75-4537-fe9c-54688080c722" + "outputId": "9faf40fc-22ec-4665-ffe1-0c060caf047f" }, "cell_type": "code", "source": [ @@ -356,7 +356,7 @@ "with tf.Session() as sess:\n", " print(sess.run(cg1))" ], - "execution_count": 8, + "execution_count": 7, "outputs": [ { "output_type": "stream", @@ -386,7 +386,11 @@ "metadata": { "id": "0ZhYwAlLmEvB", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 54 + }, + "outputId": "e2798e59-847e-400c-a1a7-ea8019f09419" }, "cell_type": "code", "source": [ @@ -401,13 +405,27 @@ " [7.3, 5.67, 8.9]], dtype=tf.float32)\n", "n4 = tf.constant([[2.6, 18.1],\n", " [7.86, 9.81],\n", - " [9.36, 10.11]], dtype=tf.float32)\n", + " [9.36, 10.41]], dtype=tf.float32)\n", + "\n", + "cg2 = (tf.reduce_mean(n1, axis=1) * n2) + tf.reduce_sum(n3 * tf.transpose(n4))\n", "\n", "# Execute \n", - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "\n", + "with tf.Session() as sess:\n", + " print(sess.run(cg2))" ], - "execution_count": 0, - "outputs": [] + "execution_count": 8, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[[386.1183 442.4683 ]\n", + " [388.41827 418.3183 ]]\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -425,18 +443,50 @@ "metadata": { "id": "GQWyCvsQmMcL", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 90 + }, + "outputId": "4b7e04ba-a97b-4f0d-bc60-aa7dd1adc5d0" }, "cell_type": "code", "source": [ "# Build the graph\n", "# YOUR CODE HERE\n", "\n", + "n1 = tf.constant(7.0, dtype=tf.float32)\n", + "n2 = tf.constant([[7.36, 8.91, 10.41],\n", + " [5.31, 9.38, 7.99]], dtype=tf.float32)\n", + "n3 = tf.constant([[7.99, 10.36],\n", + " [5.36, 7.98],\n", + " [8.91, 5.67]], dtype=tf.float32)\n", + "n4 = tf.constant(19.6, dtype=tf.float32)\n", + "n5 = tf.constant([[1, 5.6, 6.1, 8],\n", + " [0, 0, 7.98, 9],\n", + " [0, 0, 7.6, 7],\n", + " [0, 0, 0, 8.98]], dtype=tf.float32)\n", + "\n", + "cg3 = ((n1 + tf.reduce_sum(n2 * tf.transpose(n3))) / n4) / n5\n", + "\n", "# Execute \n", - "# YOUR CODE HERE" + "# YOUR CODE HERE\n", + "\n", + "with tf.Session() as sess:\n", + " print(sess.run(cg3))" ], - "execution_count": 0, - "outputs": [] + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "text": [ + "[[19.463488 3.475623 3.1907358 2.432936 ]\n", + " [ inf inf 2.4390335 2.1626098]\n", + " [ inf inf 2.5609853 2.7804983]\n", + " [ inf inf inf 2.1674263]]\n" + ], + "name": "stdout" + } + ] }, { "metadata": { @@ -453,6 +503,22 @@ "To get you in the habit of looking up for the documentation, I am not providing what some of the following functions does, Google them up!" ] }, + { + "metadata": { + "id": "RTA72Bmol5tG", + "colab_type": "code", + "colab": {} + }, + "cell_type": "code", + "source": [ + "# Essential imports\n", + "import numpy as np\n", + "import tensorflow as tf\n", + "import matplotlib.pyplot as plt" + ], + "execution_count": 0, + "outputs": [] + }, { "metadata": { "id": "hW31RZkjtNwI", @@ -495,7 +561,11 @@ "metadata": { "id": "1h1-D8K1uT48", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 347 + }, + "outputId": "8fd84d54-9793-4c7f-9782-b601118dab56" }, "cell_type": "code", "source": [ @@ -503,19 +573,20 @@ "plt.plot(train_X[:10], train_Y[:10], 'g')\n", "plt.show()" ], - "execution_count": 0, - "outputs": [] - }, - { - "metadata": { - "id": "jrsUps0nu8vj", - "colab_type": "text" - }, - "cell_type": "markdown", - "source": [ - "** Question **
\n", - "Why did I created a session to plot the graph?
\n", - "[Ans]" + "execution_count": 4, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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gb4/Hx8fj6urKoEGDyMrK4o033sDPzw8fH5+cdQICAkhISMi1XWJi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\niDgIlbaIiIiDUGmLiIg4iP8HYyugUAa9Cs8AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } ] }, { @@ -597,7 +668,11 @@ "metadata": { "id": "ttI7ZT-ozAm1", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 751 + }, + "outputId": "ca7e47a7-b09a-4d59-9975-b9f511e266a2" }, "cell_type": "code", "source": [ @@ -631,8 +706,49 @@ " plt.legend()\n", " plt.show()" ], - "execution_count": 0, - "outputs": [] + "execution_count": 9, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Loss after epoch 0 is 48232.156\n", + "Loss after epoch 50 is 29.364824\n", + "Loss after epoch 100 is 29.354652\n", + "Loss after epoch 150 is 29.344591\n", + "Loss after epoch 200 is 29.33455\n", + "Loss after epoch 250 is 29.32451\n", + "Loss after epoch 300 is 29.314423\n", + "Loss after epoch 350 is 29.304377\n", + "Loss after epoch 400 is 29.29435\n", + "Loss after epoch 450 is 29.284342\n", + "Loss after epoch 500 is 29.274319\n", + "Loss after epoch 550 is 29.264292\n", + "Loss after epoch 600 is 29.254267\n", + "Loss after epoch 650 is 29.244268\n", + "Loss after epoch 700 is 29.234219\n", + "Loss after epoch 750 is 29.22421\n", + "Loss after epoch 800 is 29.21422\n", + "Loss after epoch 850 is 29.20421\n", + "Loss after epoch 900 is 29.19422\n", + "Loss after epoch 950 is 29.184244\n", + "Now testing the model in the test set\n", + "The final loss is: 36.914066\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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/f8ixhCP0rtqHVoFt1I4j7kdWFh6frsW4cC662BgUd3dMrw0kc+hw7GUC1U6n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\nlBRyHjkQv4+XfniOJHMSwxuMYmzTiS5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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] }, { "metadata": { @@ -658,37 +774,260 @@ "source": [ "def linear_regression(learning_rate=0.000005, n_epochs=100, interval=50):\n", " # YOUR CODE HERE\n", - " pass" + "\n", + " x = tf.placeholder(tf.float32, name='x')\n", + " y = tf.placeholder(tf.float32, name='y')\n", + " W = tf.Variable(0.0, name='weight_1')\n", + " b = tf.Variable(0.0, name='bias_1')\n", + " pred_y = (W*x) + b\n", + " loss = tf.reduce_mean(tf.square(y - pred_y))\n", + " optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate).minimize(loss)\n", + " with tf.Session() as sess:\n", + " sess.run(tf.global_variables_initializer())\n", + " for epoch in range(n_epochs):\n", + " _, curr_loss = sess.run([optimizer, loss], feed_dict={x:train_X, y:train_Y})\n", + "\n", + " if epoch % interval == 0:\n", + " print('Loss after epoch', epoch, ' is ', curr_loss)\n", + "\n", + " print('Now testing the model in the test set')\n", + " final_preds, final_loss = sess.run([pred_y, loss], feed_dict={x:test_X, y:test_Y})\n", + "\n", + " print('The final loss is: ', final_loss)\n", + "\n", + " plt.plot(test_X[:10], test_Y[:10], 'g', label='True Function')\n", + " plt.plot(test_X[:10], final_preds[:10], 'r', label='Predicted Function')\n", + " plt.legend()\n", + " plt.show()" + ], + "execution_count": 0, + "outputs": [] + }, + { + "metadata": { + "id": "ufI5g3dzkl34", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 420 + }, + "outputId": "a86e1fc8-f0a0-4312-bcc5-68d5a0599560" + }, + "cell_type": "code", + "source": [ + "linear_regression()" + ], + "execution_count": 11, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Loss after epoch 0 is 48232.156\n", + "Loss after epoch 50 is 29.364824\n", + "Now testing the model in the test set\n", + "The final loss is: 37.134453\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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QIs+x2q0E7xgBwMzW4bjp1F+pRzwkRcFt1w6ModNx37cXAEu79qQFjcX2VGOV\nw6lDClkIkecsPDafMzdP07dGPxqVLpg/vPMsRcEt8le8QqfjdnA/ABkdOmIKGoutfkOVw6lLClkI\nkadcuv0nYYemU8LTl8lNpqodR2SXouD+688YQ6fjdvgQABmdnsss4rr1VA7nGqSQhRB5hqIojN85\nmnRbOmFt5lLEo6jakcSDKAruP2/BGBaC25EoADKe64opKBhb7boqh3MtUshCiDzj6zNf88vlrbQq\n25buVXqpHUfcj6LgvuWHzCI+fhSAjC7/IS1oLPaatVQO55qkkIUQeUKK5TbDtwzHoDMwo1WY3HPs\nqhwO3H/4Hq+wEPSnTqBoNJi7vYhpZDD26jXUTufSpJCFEHnC9P3TiEuJY8xT46lYpLLaccQ/ORy4\nf/8tXmEz0J85haLVYn6xJ6aRY7BXraZ2ujxBClkI4fKO3TjCspNLeLL4kwyrP0rtOOL/s9sxfPcN\nxlkz0J/9PbOIe76cWcSVq6idLk+RQhZCuDS7w87oHSNwKA4WdV6EQWdQO5KAzCL+ZgPG2TPRnz+H\notNhfrkPphFB2CvKGYxHIYUshHBpn51cwrH4I/R88mXaPtGW+PgUtSMVbDYbhq+/xBgeij76Aope\nT3qf1zANG4XjiYpqp8vTpJCFEC7ramocH++fRhFDEaY2+1DtOAWb1Yphwxd4zZ6J7s8/UNzcSO/b\nD9OwkTjKV1A7Xb4ghSyEcFkTd48l1ZrCrDbz8DX6qh2nYLJY8PhyHcbwMHSX/0Rxdyf99QGYho7E\nESALejiTFLIQwiX9/OcWvr/4LY38mvBK9b5qxyl4LBY81q3GOHcWupjLmUXcf2BmEfuXVTtdviSF\nLIRwOSarifG7xqDX6pnZOhytRqt2pIIjIwOPNSsxzpuN7kosiocHpoFvkz5kBI7SZdROl69JIQsh\nXE7YoRAup1xiaL2RVC8uk0nkCrMZjzUrMM6dje5qHIqnJ6a3BpM+ZDiOUn5qpysQpJCFEC7lTOJp\nFh6bRzmf8gQ1HKt2nPwvPR3PVcvxnBeO7vo1FKMR06BhmAYNQylZUu10BYoUshDCZTgUB6N3DMfm\nsDG9VShGN6PakfKvtDQ8Vy7HOD8cbfwNFKMXpqEjMb09BMVXLqBTgxSyEMJlrDmzkoPX9tO1Ujfa\nl++odpz8KTUVz/lzMH4yB21CAg5vH9JGjCb9rcEoxYurna5Ak0IWQriEeFM8H/z2Lt5uPnzYIkTt\nOPmOJjUFj88+hUXz8U5IwOFTiLRRwaS/NQilaDG14wmkkIUQLmLq3okkZyTzUYsZ+HmVVjtOvqG5\nfQvPZUvwXDQfbVISFClC2piJk9TSAAAgAElEQVTxpA98G6WIrCftSqSQhRCq2xW7g6/Oraeubz36\n1Rqodpx8QXMrGc9PF+G5+BO0t5JxFClC2tiJeI0fg8kit5G5IilkIYSqMuwZBO8ciVajJbR1ODqt\nTu1IeZomOQnPxZ/g+ekitLdv4ShalLQJ75I+4E0Un0J4FfYBmQ/cJUkhCyFUNTdqFtHJFxhY+23q\nlqyndpw8S3MzEc/FC/D8dDHa1BQcxYuTOuk9zP3fQPH2UTueyAYpZCGEaqKTzzPncBh+XqUZ13iS\n2nHyJE1iIsaF8/BYtgRtWiqOEr6kBo0l/fUB4OWldjzxEKSQhRCqUBSF4B2jsDgsfNhiBj7uhdSO\nlKdo4uMxfjIXz+VL0ZjSsJcsRerYCaS/1h+Mcv92XiSFLIRQxYZzX7Dryg46lO9Il4rPqx0nz9Bc\nv45xwRw8VyxDk56O3a806RPfJf3V18HTU+144jFIIQshcl2yOYkpeyfgqffk45ahaDQatSO5PO21\nq3jOD8dz5XI0ZjP20mUwvfsB5j6vgYeH2vGEE0ghCyFy3Qf7ppKQnsCkJu9RrlB5teO4NG3cFYzz\nZuOxegWajAzsZQMwDRuFuferYDCoHU84kRSyECJXHbi6n1Wnl1O9WA3eqTtE7TguSxsbg3HuLDzW\nrkJjsWAvVx7T8CDML70C7u5qxxM5QApZCJFrrHYrY3YMB2Bm6zm46dxUTuR6tJcvYZw7G491q9BY\nrdjLVcA0cjTmXr3BTcYrP5NCFkLkmkXHF3Dm5mn61nidRqUbqx3HpWj//CPziHj9GjQ2G7YnKmIa\nOYaM7r2kiAsIKWQhRK64fPsSoQc/poRnCSY1map2HJeh/eMixvBQPL5ch8Zux1apcmYRv9gT9PIj\nuiCR/9pCuCCbw8am6AgMOg+almlGUY+8vRqPoiiM3zWadFs6oa3n5Pn9cQZd9HmMs0MxfP1lZhFX\neRLTqGAyunUHnUwfWhBJIQvhYhLSE3hraz92XdkBgAYN1YvXpHmZFjQt04KmZZpT3DNvrVu7+eIm\nfr70Ey39W9PjyZfUjqMq3flzGGfNwPDNBjQOB7Zq1TOLuGs3KeICTgpZCBdy5Pph+v/UlyupsXSs\n8Cx1fAP5LW4PB6/t53TiST49sQiA6sVq0sy/Oc3KtKRpmeaU8CyhcvJ7S7WkMHF3MO5ad0JazSqw\n9xzrzv6OcVYIhoiNaBQFW/WapI0ei6Xz86CV1ZeEFLIQLmP16RWM2xmE1WFlfKPJDG8QhFaT+YPa\nbDNz5MZh9sbtZu+V3Ry8tp8zN0+x7MQSAKoVq06zMi1o9tdRtK/RV81ducP0A9O4mhbH6IbjqFy0\nitpxcp3u9KnMI+JNEWgUBWutOpiCxmJ5trMUsbiDRlEURa03j8/hJcB8fX1y/D3yOxlD57jfOJpt\nZibsGsPqMysoaijKwg7LaFeu/X23l2HP4MiNKPZe2cXeuD0cvLaPdFt61uNVi1ajaZnmNPdvSdMy\nLShpLOnU/cmu4/FHeWZDGyoUeoLIl37DQ/94M0rlpc+j7uQJvMJCMGz+DgBrnUBMo8dh6fgsqHiW\nIC+NoSt71HH09b33yltyhCyEimJTYui/5VWOxh+hdom6fNZpFeULVXjg6ww6A01KN6VJ6aaMAix2\nC0dvHGFv3C72XNnFwWv7OXvqdz4/tQyAKkWepJl/S5qVaU6zMi0o5eWXszsG2B12RkcOx6E4mNk6\n/LHLOK/QHz+KMTQEw5bNAFjr1c8s4vYdVS1i4fqkkIVQyc7YSN7a2o9EcyIvVX2FGa1n46l/tMUB\n3HXuNCrdmEalGzOiwWisditH46P4LW4Pe67sYv/Vfaw4tYwVfxV0pSKVaVamJc39M09z+3mVduau\nAbD85KccjT9CjydfomXZ1k7fvqvRH43CGDodw9YtAFgbPEXamHFY27aXIhbZIqesxX3JGDrH/x9H\nRVGYf3QOH+6bik6jY1qLEF6vOSBHL3ay2q0cTzjKniu7+S1uN/uu/kaaNTXr8YqFK2V+B/1XQZfx\n9n+s97uWdpVmaxui1+rY0/uw077TdsXPo/7wQYxhIRh+2QqAtVET0kaPw9q6rUsWsSuOYV6k2ilr\ns9lMly5dGDRoEC+++CIrV64kJCSEAwcO4PXXAtg1a9akfv36Wa/5/PPP0ckl/ELcIdWSwrBfB/H9\nxW/x8yrNso4recov52esctO50aDUUzQo9RTD6o/E5rBxIv4Ye+J2s/fKLvZd/Y3VZ1aw+swKACoU\neoLm/i2zLhTz9yn7UO83afc4Uq0phLWZ61IXmDmT/sB+vMKm4759GwCWps0xjR6HtUUrlyxi4fqy\nVcgLFy6kcOHCAERERJCYmEjJkndeJOLt7c2qVaucn1CIfOJ80jle//EVziefo1mZFix55nPVLrbS\na/XUK9WAeqUaMKTecGwOGycTjrM3bg97r+zit6t7WXNmJWvOrASgfKEKWeXczL8FAT7l7rntbZe2\n8l30Nzzl15g+1V/LrV3KNW779mIMDcF953YALC1aYQoai7V5S5WTibzugYUcHR3NhQsXaNOmDQDt\n27fH29ubTZs25XQ2IfKNjWc28to3/yXNmsrbdYcwucl7LrWwgl6rJ7BkfQJL1mdQ4FDsDjunEk9k\nneL+7epe1v2+mnW/rwagnE/5rNPbzcq0yFpC0WQ1MXZnEHqtnpmtw7Nu28oP3PbswhgWgvvunQBY\nWrXFNHos1ibNVE4m8osHFnJISAiTJ08mIiICyDwSvhuLxUJQUBBXrlyhY8eO9OvXz7lJhciDbA4b\nH+//gHlHZmPUG1nc4TNeqNJD7VgPpNPqqOMbSB3fQN4JHILdYed04kn2xu1mT9xu9sXtYf3va1j/\n+xoAAnzK0bRMc8w2M5dTLjGk3ghqFK+p8l44gaLgtnsnxtDpuP+2BwBL26dJCxqHrZEsjiGc676F\nHBERQWBgIAEBAQ/cUHBwMM8//zwajYZXX32Vhg0bUrt27fu+pmhRI3p9zn7PfL8v0EX2yBg+mvi0\nePp+3Zttf2yjSrEqbHxpI7VK1lI71iPzK9WCdjVaAOBQHJy4foIdl3YQ+WckOy7t4Muz6wAoX7g8\n0ztNw8vdK0dy5MrnUVHgl1/gvfdgT2YR8+yz8O67uDdpQl5fjVj+n3YOZ4/jfQs5MjKSmJgYIiMj\nuXbtGu7u7vj5+dGs2b9P0fTu3Tvr902aNOHcuXMPLOSkJNMjxs4euZrw8ckYPpr/PwVmpwrPsf6l\ntVhStPlqLMvoKtK7YkV6V+yHQ3Hw+80zHLy2n8alm2K65cCE8/c1xz+PioLb9l/wmjkdt8MHAch4\nphOmoLHY6jXIfE4e/28o/087R65fZR0eHp71+3nz5uHv73/XMr548SILFiwgNDQUu91OVFQUnTp1\neuigQuQHa06vZOzOUXdMgVnYozDxKfn3h6BWo6VG8Zp59zS1ouD+y08Yw0JwizoMQEanzphGj8VW\nJ1DlcKKgeOiJQRYuXMjevXuJj49n4MCBBAYGEhwcjJ+fHz169ECr1dKuXTvq1KmTE3mFcFkZ9gwm\n7BrDqtOfU8RQhEUdltGuXAe1Y4n7URTcf/oxs4iPHQEgo/PzpI0Kxl5bfoaJ3CUTg4j7kjHMnisp\nsfT/6VWO3IiiVok6LO+0+o4pMGUcncNp4+hw4P7j5swiPnkcRaMho2s3TKOCsdfIo0f52SSfReeQ\nuayFcEG7Ynfw5tbXSTQn0qtqb2a2Dn/kKTBFDnM4cN/8HV5hM9CfPomi0WB+oTumkcHYq1VXO50o\n4KSQhXhEiqKw4Ohcpu2bgk6jY3qrMPrVfKPArvfr0ux2DJsiMM6agf73MyhaLebuvTKPiKs8qXY6\nIQApZCEeSaolheHbB7MpOiJXp8AUD8luxxDxNcbZM9GfO4ui02Hu1RvTyNHYKxW8tZmFa5NCFuIh\nnU86R78tfTiXdJamZZqz5JnPKWUspXYs8f/ZbBi+2ZBZxBfOo+h0pPd+FdPwIBwVK6mdToi7kkIW\n4iFsvriJodveJtWawlt1B/Nuk/ddagrMAs9mw7DhC4zhoegvRqPo9aS/+l9Mw0bhqPCE2umEuC8p\nZCGywe6w8/H+D5h7ZBZGvZFFHZbxYpWeascSf7Na8fhqPcbZM9Fd+hPFzY301/pjGj4KR8C9F8IQ\nwpVIIQvxAInpibz1c392xm7nicIVWd5pTd6dACO/sVjw+GItxjlh6C5fQnF3J73fG5iGjsRR9sFT\n/grhSqSQhbiPozei6L+lL7GpMXSs8Czzn15MYUMRtWOJjAw81q3GOHcWutgYFIOB9AFvZhZxGX+1\n0wnxSKSQhbiHtWdWMXbnKCx2C+MaTWJEg9H5ajnBPMlsxmPZEozzZqOLu4Li4YHpzXdIHzICh19p\ntdMJ8VikkIX4h8wpMINZdXo5RQxF+LzTGp4u/4zasQq29HQ81qyA+eH4xMWheHpiensIpsHDUUrJ\nFe4if5BCFuL/uZISy4Cf+hJ14zC1StThs46rqFBYrs5VjcmE56rleM4LR3fjOhiNmAYPxzRoGIqv\nr9rphHAqKWQh/rL7yk7e3Po6CekJ9KramxmtZmN0M6odq2BKS8NzxWcYF8xBG38Dh5c3pmGjME4a\nRxoeaqcTIkdIIYsCT1EUPjk6jw/2vYtWo5UpMNWUmorn8qUYF85Fm5CAw9uHtJGjSX9rMEqx4hh9\nffL8esRC3IsUsijQUi0pjNg+hO+iv6GU0Y9lHVfRqLRMgZnbNKkpmRdrLZyH9uZNHIUKkxY0lvS3\nBqEUKap2PCFyhRSyKLAuJJ3n9S2vcC7pLE1KN+PTjitkCsxcprl9C8+li/FcvABtUhKOwkVIC55A\n+sC3UQrL7WWiYJFCFgXSHVNg1hnEu00/kCkwc5HmVjKeSxbiuWQh2lvJOIoWJW38ZNLfeAvFp5Da\n8YRQhRSyKFDsDjvTD0xjTlSYTIGpAk3STTwXf4Lnp4vQptzGUawYqZOmYu4/EMX73gu3C1EQSCGL\nAiMxPZG3f+7PjtjtVCj0BJ8/u1amwMwlmpuJeC5egOeni9GmpuAoUYLUkR+Q/voA8PZWO54QLkEK\nWRQIx24cof9PfYlJucwz5TuxoP0SmQIzF2gSEjAumo/HsiVo01Jx+JYkdcx40l/rB15eascTwqVI\nIYt8zaE4WHL8Ez7c9x4Wu4WxjSYyssEYmQIzh2ni4zF+MhfP5UvRmNKwl/Ijdfwk0l99HYxyb7cQ\ndyOFLPKtS7f/ZNiv7/Bb3B5KeJZgXrtFMgVmDtNcv45xwRw8VyxDk56OvXQZTJOnYn7lNfD0VDue\nEC5NClnkO4qisOr057y7ZwImWxqdKz7PzNbhlPAsoXa0fEt77Sqe88PxXLkcjdmMvYw/pimjML/S\nFzxkZi0hskMKWeQr19KuMnL7ELZd/pnChiJ80uZTulfpJbNu5RBt3BWM82bjsXoFmowM7GUDMA0P\nwvxyHzAY1I4nRJ4ihSzyBUVR2Hj+K8bvGk1yRjJtA55mdtv5lPGWtXFzgjY2BuPcWXisXYXGYsFe\nrgKmEUGYe/UGd3e14wmRJ0khizwvMT2R4J0j2RQdgVHvxYxWs/lvzf5yVJwDtJcvYZw7G491q9BY\nrdgrPEHayDFk9HgJ3GRiFSEehxSyyNN++vNHRm0fSnz6DRqXbsrcdgt5onBFtWPlO9o//8g8Il6/\nBo3Nhq1iJUwjx5DRvRfo5ceIEM4g/yeJPOl2xi0m7RnH+t/X4K51Z0rTabxddzA6rU7taPmK9mI0\nxjlheHy5Do3djq3Kk5lF/EIP0MlYC+FMUsgiz9kZG8nwXwdxJTWWOr6BzH96MdWKVVc7Vr6iiz6P\ncXYohq+/zCziqtUwjQom4/kXpIiFyCFSyCLPMFlNfLDvXZadWIJOo2N0w3GMbDBGFoVwIt25sxhn\nz8TwzQY0Dge26jVICxqLpct/QCuTqQiRk6SQRZ5w8Np+hm57m4u3oqlatBrzn15M3ZL11I6Vb+h+\nP4Nx9gwMERvRKAq2mrUzi/i5LlLEQuQSKWTh0jLsGcw88DHzj4ajKArv1B3K+MaT8dDLZBPOoDt9\nCuOsGRg2RaBRFKy162IaPQ5Lx2eliIXIZVLIwmWdTDjBkG1vcTrxJOUKVWBeu4U0LdNc7Vj5gu7k\nCbzCQjBs/g4Aa2C9zCLu0AnkdjEhVCGFLFyOzWFjXtRsQg9Nx+qw8lqN/kxtPg1vN1mm73Hpjx/F\nGBqCYctmAKwNGmYWcbsOUsRCqEwKWbiUC0nnGbLtTaJuHMbPqzThbefTrlwHtWPlefojhzGGhWDY\nugUA61ONSRs9DmubdlLEQrgIKWThEhyKg6XHFzFt31TMdjPdq/Ti45YzKeJRVO1oeZr+8EGModMx\nbPsZAEuTZphGj8PasrUUsRAuRgpZqC4m5TLDfx3E7is7KeZRjAXtl9C1Uje1Y+Vp+gP78Qr9GPfI\nXwGwNG+JKWgs1uYtpYiFcFFSyEI1iqKw9swqJu8ZT6o1hU4VniO0zVxKGkuqHS3Pctu3F+PM6bjv\nigTA0rJ15hFxU7kYTghXJ4UsVHE97RqjIofy86Wf8HEvxNx2C3mp6iuyIMQjctuzC2PodNz37ALA\n0rotaUHjsDVpqnIyIUR2SSGLXBdx/mvG7hxFUkYSLcu2YU7bBZT1CVA7Vt6jKLjt2oExLAT33/YA\nYGnXnrSgsdieaqxyOCHEw5JCFrnmpjmRcTuDiLiwEU+9Jx+3DKVfrTfQamQCioeiKLjt2I5X6HTc\nDuwDIKNDR0xBY7HVb6hyOCHEo5JCFrni5z+3MDJyKDdM12lYqhHzn15ExSKV1Y6VtygKbtt/wWvm\ndNwOHwQgo9NzmUVcV6YRFSKvk0IWOSrFcpt390xgzZmVuGvdmdTkPQYHDpNlEh+GouD+y08Yw0Jw\nizoMQMZzXTEFBWOrXVflcEIIZ5FCFjlm95WdDP91EDEpl6lZvDYL2i+hRvGaasfKOxQF959+zCzi\nY0cAyOjajbRRwdhr1lI5nBDC2aSQhdOl29L5cN9UlhxfiE6jY1SDMYxqOBZ3nbva0fIGhwP3Hzdn\nFvHJ4ygaDeZuL2IaGYy9eg210wkhcogUsoqOxx9l0bEF+Lj7UNanHAHeAZT1yfxV0lgqT17sdPj6\nQYZue5sLyeepXKQK859eTP1ScqFRtjgcuG/+Dq+wGehPn0TRajG/2COziKtWUzudECKHSSGrZOuf\nP/Lm1n6YbKa7Pu6udaeMtz8BPuWySjrApxz+3mUp6xOAv3dZlzritNgthB2azpyoWTgUB2/VGcSE\nJlPw1HuqHc312e0YNkVgnDUD/e9nMou458uYRo7BXrmK2umEELlEClkFy08uZfyu0Rh0BpY+s4JK\nRaoQmxpDbMplYlJiiE353+93Xdlx121o0FDKy4+y3gEE+ARQ1qcc/j5l/zrKLkeATwDe7j65sj+n\nE08xZNtbnEw4ToBPOea2W0hz/5a58t55mt2OIeJrjLNnoj93FkWnw/xyH0wjgrBXlCvQhShopJBz\nkUNx8MFvU1hwdA4lPH1Z/dwXWadza5a4+0U6ZpuZuNTYrKKOSb38V2Fn/joaH8Wh6wfu+toihiKU\n9SlH2b+Oqv8u6rJ/lXYJzxKPNTOW3WFnwdE5hBz4EKvDSp/qr/F+84/wcS/0yNssEGw2DBu/yizi\n6Asoej3pfV7DNGwUjicqqp1OCKESKeRcYraZGbrtbb6N3kjlIlVY23kDFQo/8cDXeeg9qFik8j3v\n2bU77Fw3XfursDPLOiYlhti/ivti8gVOJhy/+7Z1Hvj7lP3rKPvOU+NlfQIo7VXmnrkuJl9g8La3\nOHz9ICWNpZjdZh4dKnTK3mAUVDYbhg1fZBbxHxdR3NxI79sP07CROMpXUDudEEJlUsi54KY5kf/+\n+Ar7r/5Gk9LNWPHsWop6FHPKtnVaHWW8/Snj7U/j0k3+9biiKCRl3PxfUd9R2jFcSYkhOvnCXbet\n1Wjx9/GnjNedpX3LcovQgx+TbkunW+UXmd4qjGIexZ2yP/mS1QrLllHsg2noLv2J4u5O+usDMA0d\niSOgnNrphBAuQgo5h/1x6yKvbO5BdPIFXqjcnTntFuKh98i199doNBTzKE4xj+LU8Q2863PSrGlc\nSYklNvV/32HH/FXccaZYDl7bz37ltzteU9RQlDltP6Fble65sRt5k8WCx/o1GOfOgsuX0Lq7k95/\nYGYR+5dVO50QwsVIIeegw9cP0veHl0hIT2BovZFMbDLFJW9l8nLz4sliVXmyWNV/Pebr60PctZtc\nTYvLKupbGcn8p/KLlPLyUyFtHpCRgcfaVRjnzkJ3JRbFwwOGDePmgEE4St/7awAhRMEmhZxDfrj4\nPe/8MoAMewYzWs3m9VoD1I70yNx0bpQ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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, + { + "metadata": { + "id": "6ivaSeXpmx4E", + "colab_type": "code", + "colab": {} + }, + "cell_type": "code", + "source": [ + "def linear_regression(learning_rate=0.000005, n_epochs=100, interval=50, weight=0.0, bias=0.0):\n", + " # YOUR CODE HERE\n", + "\n", + " x = tf.placeholder(tf.float32, name='x')\n", + " y = tf.placeholder(tf.float32, name='y')\n", + " W = tf.Variable(weight, name='weight_1')\n", + " b = tf.Variable(bias, name='bias_1')\n", + " pred_y = (W*x) + b\n", + " loss = tf.reduce_mean(tf.square(y - pred_y))\n", + " optimizer = tf.train.GradientDescentOptimizer(learning_rate=learning_rate).minimize(loss)\n", + " with tf.Session() as sess:\n", + " sess.run(tf.global_variables_initializer())\n", + " for epoch in range(n_epochs):\n", + " _, curr_loss = sess.run([optimizer, loss], feed_dict={x:train_X, y:train_Y})\n", + "\n", + " if epoch % interval == 0:\n", + " print('Loss after epoch', epoch, ' is ', curr_loss)\n", + "\n", + " print('Now testing the model in the test set')\n", + " final_preds, final_loss = sess.run([pred_y, loss], feed_dict={x:test_X, y:test_Y})\n", + "\n", + " print('The final loss is: ', final_loss)\n", + "\n", + " plt.plot(test_X[:10], test_Y[:10], 'g', label='True Function')\n", + " plt.plot(test_X[:10], final_preds[:10], 'r', label='Predicted Function')\n", + " plt.legend()\n", + " plt.show()" ], "execution_count": 0, "outputs": [] }, + { + "metadata": { + "id": "T11oiDEmm_V-", + "colab_type": "code", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 420 + }, + "outputId": "b23507d4-f362-42d2-98cb-c18321e61a6d" + }, + "cell_type": "code", + "source": [ + "linear_regression()" + ], + "execution_count": 13, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Loss after epoch 0 is 48232.156\n", + "Loss after epoch 50 is 29.364824\n", + "Now testing the model in the test set\n", + "The final loss is: 37.134453\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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QIs+x2q0E7xgBwMzW4bjp1F+pRzwkRcFt1w6ModNx37cXAEu79qQFjcX2VGOV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\nPe/8MoAMewYzWs3m9VoD1I70yNx0bpQ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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] + }, { "metadata": { "id": "A6MaclhK4rc6", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 567 + }, + "outputId": "5e1cd39f-31c2-417a-f8c2-2d6e51cd709d" }, "cell_type": "code", "source": [ "# Okay! Now let's tweak!\n", "linear_regression(learning_rate=0.000034, n_epochs=500)" ], - "execution_count": 0, - "outputs": [] + "execution_count": 14, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Loss after epoch 0 is 48232.156\n", + "Loss after epoch 50 is 29.30641\n", + "Loss after epoch 100 is 29.23824\n", + "Loss after epoch 150 is 29.170238\n", + "Loss after epoch 200 is 29.102385\n", + "Loss after epoch 250 is 29.034683\n", + "Loss after epoch 300 is 28.96721\n", + "Loss after epoch 350 is 28.89984\n", + "Loss after epoch 400 is 28.832619\n", + "Loss after epoch 450 is 28.765608\n", + "Now testing the model in the test set\n", + "The final loss is: 36.332947\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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6wVQghSyEyHIURSFkexApthRm1Zsrsx9lQYbdOzGGTcZl53YALA2bYBo2gtQ6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\nfP/997z++ut06NCBr7/+OmPSZhFXEmN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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] }, { "metadata": { "id": "peoHmV2M40uU", "colab_type": "code", - "colab": {} + "colab": { + "base_uri": "https://localhost:8080/", + "height": 751 + }, + "outputId": "41156bf2-7d86-46df-9bb1-702fb91eeec1" }, "cell_type": "code", "source": [ "linear_regression(learning_rate=0.0000006, n_epochs=1000)" ], - "execution_count": 0, - "outputs": [] + "execution_count": 15, + "outputs": [ + { + "output_type": "stream", + "text": [ + "Loss after epoch 0 is 48232.156\n", + "Loss after epoch 50 is 5537.92\n", + "Loss after epoch 100 is 658.8795\n", + "Loss after epoch 150 is 101.31029\n", + "Loss after epoch 200 is 37.59088\n", + "Loss after epoch 250 is 30.308136\n", + "Loss after epoch 300 is 29.474867\n", + "Loss after epoch 350 is 29.378595\n", + "Loss after epoch 400 is 29.366493\n", + "Loss after epoch 450 is 29.364046\n", + "Loss after epoch 500 is 29.362698\n", + "Loss after epoch 550 is 29.361458\n", + "Loss after epoch 600 is 29.360277\n", + "Loss after epoch 650 is 29.359053\n", + "Loss after epoch 700 is 29.357862\n", + "Loss after epoch 750 is 29.356627\n", + "Loss after epoch 800 is 29.355465\n", + "Loss after epoch 850 is 29.35423\n", + "Loss after epoch 900 is 29.353033\n", + "Loss after epoch 950 is 29.351805\n", + "Now testing the model in the test set\n", + "The final loss is: 37.135445\n" + ], + "name": "stdout" + }, + { + "output_type": "display_data", + "data": { + "image/png": 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GYWnQUOVkOUsKWQjhdMxWM6HbhwAQ3mImLjr1V+oRT0hRcNm1A0P4FFx/2w1A\nenArUkJGYqlbX+Vw6pBCFkI4nflH53L6zil6VO5JXb+8+cvbaSkKLtu34Rk+BZf9ewFIa90GY8hI\nLLXqqBxOXVLIQgincuX+ZSIOTqGIhw/jG0xUO47IKkXBZdsveE6bgsuhAwCktW2XUcQ1aqoczjFI\nIQshnIaiKIzeMZxUSyoRLWZTwL2g2pHE4ygKrr/8hCEiDJfoQwCkteuIMSQUS7UaKodzLFLIQgin\n8c3pb/jl6s80K96SV8t3UTuOeBRFwfWnHzOK+OhhANI6/IeUkJFYq1RVOZxjkkIWQjiFpPT7DN48\nGDedG1ObRcg9x47KZsP1x00ZRXziGIpGg+nlVzAODcVaqbLa6RyaFLIQwilM2TeZ2KRYQuuOoUyB\ncmrHEf9ks+G6aQOeEVPRnzqBotVieqUzxqEjsFaoqHY6pyCFLIRweEdvH2bJiUU8V/g5BtYaqnYc\n8f9ZrbhtjMQwfSr6309nFHHnrhlFXK682umcihSyEMKhWW1Whm8fgk2xsaD9Atx0bmpHEpBRxJHf\nYJgxDf3ZMyg6Haau3TEOCcFaRs5gPA0pZCGEQ/v8xCKOxh2m83NdaVm6JXFxSWpHytssFtzWf51R\nxBfOo+j1pHZ/E+OgYdhKl1E7nVOTQhZCOKwbybF8sm8yBdwKMLHRR2rHydssFtzWfZlRxJcuori4\nkNqjJ8ZBQ7GVLKV2ulxBClkI4bDG7hpJsjmJ6S3m4GPwUTtO3mQ24/7VGgwzw9FduYzi6krqW70x\nDhyKLVAW9LAnKWQhhEPacnkz31/8jnp+DXi9Ug+14+Q96em4r12FYfZ0dFevZBRxrz4ZRRxQXO10\nuZIUshDC4RjNRkbvHIFeqye8xSy0Gq3akfKOtDTcV6/IKOLrMSju7hj7vEvqgCHYivmrnS5Xk0IW\nQjiciINhXE26wqCaw6hYqJLacfIGkwn3VcswzJ6B7kYsiocHxr79SR0wGJuvn9rp8gQpZCGEQzmd\ncIr5R+dQwrskw+qEqh0n90tNxWPlF3jMmYnu5g0UgwFjv0EY+w1CKVpU7XR5ihSyEMJh2BQbw7cP\nxmKzMKVZOAYXg9qRci+jEY/ln+Mxdxa627dQDJ4YBw7F+O4AFB+5gE4NUshCCIex6vRyDtzcR8ey\nL9OqZBu14+ROKSl4zJuNYd4stPFx2Ly8SRkynNS+/VEKF1Y7XZ4mhSyEcAhxxjgm/fY+Xi7efNQk\nTO04uY4mOQn3zxfDgjl4xcdj885HyrBQUvv2QylYSO14AilkIYSDmLhnLHfT7vJxk6n4eRZTO06u\noUm6j8eSRXjMn4M2MREKFCDzBah4AAAgAElEQVRlxGhS+7yLUkDWk3YkUshCCNXtjNnO12fXUsOn\nJj2r9lE7Tq6guX8Pj88W4LFwHtq7d7EVKEDKyLF4jh6BMV1uI3NEUshCCFWlWdMI3TEUrUZLePOZ\n6LQ6tSM5Nc3dRDwWzcdj0Xy09+9hK1iQlDHvk9r7HRTvfHjm9waZD9whSSELIVQ1O3o6F+6ep0+1\nd6lRtKbacZyWJvEOHgvn4fHZQrRJ97EVLkzyuA8w9Xobxctb7XgiC6SQhRCquXD3HLMOReDnWYxR\n9cepHccpaRISMCyYi/vihWhTkrEV8SF52GRS3+oNnp5qxxNPQApZCKEKRVEI3T6MdFs6HzWZirdr\nPrUjORVNfDyGT2fj8flnaIwpWIv6kjxyDKlv9gKD3L/tjKSQhRCqWHf2S3Ze307rkm3oUOYlteM4\nDc3t2xjmzcJj2RI0RiNWv2Kkjn2f1DfeAg8PteOJZyCFLITIcXdNiUzYMwYPvQefNA1Ho9GoHcnh\naW/dxGPuTDyWL0WTmoq1mD/G8R9i6v4muLurHU/YgRSyECLHTdo7kfjUeMY3/JAS+UqqHcehaW/E\n4jFnBh4rvkCTloa1eCDGQcMwdXsD3NzUjifsSApZCJGj9t/Yx4pTS6lUqDLvVu+vdhyHpb0eg2H2\ndNxXLUeTno61REmMg0MwvfY6uLqqHU9kAylkIUSOMVvNjNg+GIBpzWfhonNROZHj0V67imH2DNxX\nL0djNmMtUQrj0OGYunQDFxmv3EwKWQiRYxYcm8fpO6foUfkt6hWrr3Ych6K9cjnjiHjtKjRmM5bS\nZTAOHUHaq12kiPMIKWQhRI64ev8K4Qc+oYhHEcY1mKh2HIehvXQRw6wI3L9ag8ZiwVK2XEYRv9IZ\n9PIrOi+Rf9tCOCCLzcKGC9/irvOgoX8jCro792o8iqIweudwUi2phDef5fTvxx50F89jmBGO27ov\n0VitWMo/h3FYKGkvvwo6mT40L5JCFsLBxKfG887Pb7Hr+g4ANGioVLgKjf2b0NC/CQ39G1PYw7nW\nrd10cSNbrvxE0+It6PTca2rHUZXu/DkM06fitv5rNDYbloqVMoq448tSxHmcFLIQDiT61kF6be5B\nbMp12pZqR3WfIH6L3c2Bm/s4lXCCz44vAKBSoSo0CmhMI/+mNPRvTBGPIionf7jk9CTG7grFVevK\n1GYRefaeY92Z3zHMmIrbt9+gURQslaqQMnwk6e1fAq2sviSkkIVwGCtOfcHoHcMx28yMqf8+g2oN\nQ6vJ+EWdZk3j8K1D7Indxe7YXRy8uY/Td06y5PgiACoWqkQj/yY0+uMo2sfgo+Zb+Zsp+ydzIyWW\n4XVGUbZAebXj5Djd6VMZR8QbvkWjKJirVscYMpL0F9tLEYu/0SiKoqi187hsXgLMx8c72/eR28kY\n2sejxtFkMTF653BWnV5OQbeCzG+9hOASrR65vXRrOodvR7Pn+k72xO7iwM19GC3GzMcrFKxIQ//G\nNA5oSkP/JhQ1FLXr+8mqY3FHeGFdC0rlK03Ua7/hrn+2GaWc6fOoO3kCz4gw3L7/DgBz9SCMw0eR\n3uZFUPEsgTONoSN72nH08Xn4yltSyOKRZAzt42HjGJN0jV6b3+BI3GGqFanB0rYrn2rmqnRrOkdu\nH+a32F3sjt3J/hv7MFpSMh8vX+A5GgU0pZF/Yxr5N8HX0++Z3k9WWG1WXvwmmCNxh/nmpY00Ld78\nmbfpDJ9H/fGjGMLDcPvxewDMNWtlFHGrNqoW8Z+cYQydQXYUspyyFkIl269to++Wntwx3aFrxe6E\nNZuOh/7pFgdw1blSr1h96hWrz+DaIZitZo7GHWZP7C72xO5i3429LDu5hGUnlwBQtkA5Gvk3pXFA\nxmluP89i9nxrACw98RlH4g7T6bnX7FLGjk5/9DCG8Cm4/fQjAObadUkZMQpzy1YOUcTC8ckRsngk\nGUP7+P/jqCgKcw7P4ON9H6LT6PioyVT+V6VXtl7sZLaaORZ/hD2xu9lzfSf7buwl2fzXv9cy+ctm\nfAf9R0H7ewU80/5uptyg0eo66LU6dnc7ZLfvtB3x86iPPoghIgy3LT8BYK7XgJThozA3b+mQReyI\nY+iMVDtCNplMdOjQgX79+vHKK6+wfPlywsLC2L9/P55/LIBdpUoVatWqlfmaL774Ap1cwi/E3ySl\n32fQr/3YdHEDxTz9WdJmOXX86mX7fl10LtT2rUtt37oMrDkEi83C8bij7I7dxW+xu9h74zdWnl7G\nytPLACiVrzSNA5pmXigW4F38ifY3btcoks1JRLSY7VAXmNmT/sA+PCPCcP31FwDSGzbGOHwU5ibN\nHLKIhePLUiHPnz+f/PnzAxAZGUlCQgJFi/79IhEvLy9WrFhh/4RC5BJn75yh5+bunLt7lkb+TVj0\nwheqXWyl1+qp6Vubmr61GVBzMFablRPxx9gdu4s913ey98ZvrDq9nFWnlwNQMl+pzHJuFNCEQO8S\nD9321is/s+HCt9T1q0/3Sm/m1FvKMfq9v+EZMQXX7dsASG/SDGPISMyNm6qcTDi7xxbyhQsXOH/+\nPC1atACgVatWeHl5sXHjxuzOJkSu8c2pb/hf5FukmJN5t8YA3m/4IXqt41zCodPqqFG0JjWK1qRf\n0ECsNisnE46z+3rGEfRvN/aw5veVrPl9JQAlvEtmnt5u5N8k80I0o9nIyB0h6LV6pjWfmXnbVm7g\nsmcXhogwXHduByC9WUuMw0dibtBI5WQit3jsb4SwsDDGjx9PZGQkkHEk/CDp6emEhIRw/fp12rRp\nQ8+ePe2bVAgnZLFZ+Hjfh8w9PBOD3pNFrZfycvlX1Y71WDqtjuo+QVT3CeK9oAFYbVZO3TnJnus7\n2R27i72xu1n7+yrW/r4KgEDvEjT0b4zJYuJq0hUG1BxC5cJVVH4XdqAouOzeiSF8Cq57dgGQ3vJ5\nUkJGYakni2MI+3pkIUdGRhIUFERgYOBjNxQaGspLL72ERqPhjTfeoE6dOlSrVu2RrylY0IBen73f\nMz/qC3SRNTKGTycuJY43vunKr5d+pXyh8nz72rdUKeq8JeXn25jgSo0BsCk2jt86zvYr24m6HMX2\nK9v56swaAErmL8mUtpPxdPXMlhw58nlUFNi6FT74AHZlFDEvvgjvv49rgwY4+2rE8t+0fdh7HB9Z\nyFFRUVy7do2oqChu3ryJq6srfn5+NGr071M03bp1y/y5QYMGnD179rGFnJhofOTjz0quJnx2MoZP\n5/CtQ/T6qQfXk2NoW6oda19bTXqSNleNpb+uDN3KlKFbmZ7YFBu/3znNgZv7aFCsEcZ7NozY/71m\n++dRUXDZthXP8Cm4HNwPQNoLbTGGjMRSs3bGc5z836H8N20fOX6V9cyZMzN/njNnDgEBAQ8s44sX\nLzJv3jzCw8OxWq1ER0fTtm3bJw4qRG6w8tQyRu0IwWwzM7reeAbXDiG/e37iknLvL0GtRkvlwlWc\n9zS1ouC69WcMEWG4HDoIQFrb9hiHj8RSPUjlcCKveOKrSubPn8+ePXuIi4ujT58+BAUFERoaip+f\nH506dUKr1RIcHEz16tWzI68QDstkMTFm5whWnl6W5SkwhcoUBdefN2OImILLkcMApLV/iZRhoVir\nye8wkbNkYhDxSDKGWfP/p8CsWqQ6S9uupGS+UpmPyzjah93GUVFw/XFTxhHx8aMoGg1pHV/GOCwU\na2UnPcrPIvks2odMnSmEA9oRE0Xfn3uSYErgtQqvM7X5jKeeAlNkM5sN100b8Zw+Ff3J4ygaDab/\nvopxaCjWipXUTifyOClkIZ6SoijMPTKLj/ZORKfREdZsOm9V6Z1n1/t1aDYbbhsjMUyfiv70KRSt\nFtOrXTKOiMs/p3Y6IQApZCGeSnJ6EoN+7cf3F7/Dz7MYS9osp66f3JfqcKxW3L5bj2HGNPRnfkfR\n6TB16YZx6HCsZfPe2szCsUkhC/GEziWe5a0fX+fc3bM09G/MZy8sU20KTPEQFgtu367LKOLz51B0\nOlK7vYFxcAi2MmXVTifEA0khC/EEvr+wgYG/vkuKOZm+NfrzfoMPcdG5qB1L/MliwW3dlxhmhqO/\neAFFryf1jf9hHDQMW6nSaqcT4pGkkIXIAovNwif7JjHn8AwMegMLW3/Of8t3UjuW+JPZjNu6L/Gc\nMQ3d5UsoLi6kvtkL4+Bh2AIfvhCGEI5EClmIx4hPjafvll7sjImidP4yfNF2NZUKV1Y7lgBIT8f9\nqzUYZkagu3oZxdWV1J5vYxw4FFvxx0/5K4QjkUIW4hH+/xSYbUq9yNznF5LfrYDasURaGu5rV2GY\nPR3dtasobm6k9n4no4j9A9ROJ8RTkUIW4iFWnVrOyB3DMNvMjKo3jiG1h+eq5QSdksmE++efYZgz\nA931GBR3d4zvvEfqgCHY/IqpnU6IZyKFLMQ/pFnTGLNzBCtOfUEBtwIsaL2E4BKt1Y6Vt5lMuK/8\nAubNwvv6dRQPD4zvDsDYfzCKr6/a6YSwCylkIf6f60kx9PrpDQ7fjqZqkep83mYFpfLL1bmqMRrx\nWLEUj7mz0N26CQYDxv6DMfYbhOLjo3Y6IexKClmIP+yM2c47P79FgimBLhW6MbXZDAwuBrVj5U0p\nKXgs+xzDvFlo425j8/TCOGgYhnGjSMFd7XRCZAspZJHnKYrCvCOzmbx3AjqNjinNIuhZ5W2ZAlMN\nycl4LF2MYf5stPHx2Ly8SRk6nNS+/VEKFcbg4+306xEL8TBSyCJPS05PYvC2/my8EImvwY8lbVZQ\nr5hMgZnTNMlJuC9ZhGH+HLR37mDLl5+UkJGk9u2HUqCg2vGEyBFSyCLPOpd4lp6bu3M28QwNijXi\nszbL8DXIBUI5SXP/Hh5LFuGxYC7axERs+QuQEjqG1D7vouSX28tE3iKFLPKkTRc3MnDruySbk+hb\nvR/vN5wkU2DmIM29u3h8tgCPhZ+ivXcXW8GCpIweT+rbfVG886kdTwhVSCGLPMVqs/LJvknMPjwd\ng97AgtZLeKV8Z7Vj5RmaxDt4LJqPx2cL0N6/h61QIZLHTcTUqw+K18MXbhciL5BCFnlGQmoCfbf0\nYkfMNkrlK80XL66mcuEqasfKEzR3EvBYOA+PzxaiTU7CVqQIye9PIvWt3uDlpXY8IRyCFLLIE47c\njqbX5h7EJF/jhZJtmddqkUyBmQM08fEYFszFfckitCnJ2HyKkjxiNKlv9gRPT7XjCeFQpJBFrma1\nWVl0bD4f7/uAdGs6I+uNZWjtETIFZjbTxMVh+HQ2HksXozGmYPX1I3n0OFLfeAsMcm+3EA8ihSxy\nrcv3LjHo1/fYe2MPRTyKMCd4Ac+XfEHtWLma5tYtDPNm4bFsCZrUVKzF/DGOn4jp9TfBw0PteEI4\nNClkkesoisLyU0uZsHssRksK7cu8xLTmMyniUUTtaLmW9uYNPObOxGP5UjQmE1b/AIwThmF6vQe4\ny8xaQmSFFLLIVW4kxzI0agC/Xv2F/G4F+LTFZ7xavovMupVNtLHXMcyZgfvKZWjS0rAWD8Q4OART\n1+7g5qZ2PCGcihSyyBUURWH9ua8ZtXM499Lu0jLweWa0nIu/l6yNmx20MdcwzJ6O++oVaNLTsZYo\nhXFICKYu3cDVVe14QjglKWTh9OJT4wndPpTvL36HQe/J1GYz+F+VXnJUnA20V69gmD0D9zUr0JjN\nWEuVJmXoCNI6vQYuMrGKEM9CClk4tc2XfmBY1EDiU+OoX6whs4PnUzp/GbVj5Tray5cyjojXrkJj\nsWApUxbj0BGkvdoF9PJrRAh7kP+ShFO6n3aPsbtG8uWZ1bjp3JjY6CP6Vu+HTqtTO1quor14AcOs\nCNy/WoPGasVS/rmMIv5vJ9DJWAthT1LIwunsiIli8K/9uJ4cQ3WfIOY+v5CKhSqpHStX0V04h2FG\nOG7ffJVRxBUqYhwWStpL/5UiFiKbSCELp5FiTmHSb+/z+YnP0Gl0DK8ziqG1R8iiEHakO3sGw4xp\nuH27Do3NhqVSZVJCRpLe4T+glclUhMhOUsjCKRy4uY8BW/ty6d5FKhSsyNznF1KjaE21Y+Uaut9P\nY5gxFbfI9WgUBUuVahlF3K6DFLEQOUQKWTi0NGsa0/Z/wtwjM1EUhfdqDGR0/fG462WyCXvQnTqJ\nYfpU3DZGolEUzNVqYBw+ivQ2L0oRC5HDpJCFwzoef4wBv/Tl9J2TlMhXijnB82no31jtWLmC7sRx\nPCPCcNu0AQBzUM2MIm7dFuR2MSFUIYUsHI7FZmFO9AzCD07BbDPzvyq9mdBoEl4uskzfs9IfO4Ih\nPAy3zZsAMNeuk1HEwa2liIVQmRSycCjnEs8ycGtfom8fws+zGDNbziO4RCu1Yzk9/eFDGCLCcPt5\nMwDmuvVJGT4Kc4tgKWIhHIQUsnAINsXG4mMLmLx3IiariVfLd+GTptMo4F5Q7WhOTX/oAIbwKbht\n3QJAeoNGGIePwty0uRSxEA5GClmo7ur9Kwz+tR+7Y3dS2L0w81p9Rsey/1E7llPT79+HZ/gnuEb9\nCkB646YYQ0ZibtxUilgIByWFLFSjKAqrT69g/O7RJJuTaFu6PeHNZ1HUUFTtaE7LZe8eDNOm4Loz\nCoD0ps0zjogbysVwQjg6KWShilspNxkWNZAtV37C2zUfc4IX0KVCN1kQ4im57N6JIXwKrrt3ApDe\nvCUpIaOwNGiocjIhRFZJIYscF3nuG0buGEZiWiLNirdkVst5BHgXVzuW81EUXHZuxxARhutvuwFI\nD25FSshILHXrqxxOCPGkpJBFjrljSmDUjhAiz6/HoDcwpVkEb1XpjVYjE1A8EUXBZfs2PMOn4LJ/\nLwBprdtgDBmJpVYdlcMJIZ6WFLLIEVsub2Zo1EBuG29R168+c4LnU6ZAObVjORdFwWXbL3hOm4LL\noQMApLVtl1HENWQaUSGcnRSyyFZJ6fcZv2s0q39fgavWlXENPqB/0CBZJvFJKAquv/yEISIMl+hD\nAKS164gxJBRLtRoqhxNC2IsUssg2u67vYPCv/biWdJWqRaoz9/mFVC5cRe1YzkNRcP3px4wiPnoY\ngLSOL5MyLBRrlaoqhxNC2JsUsrC7VEsqH+2dyKJj89FpdAyrE8qw2qG46lzVjuYcbDZcf9yUUcQn\njqFoNJhefgXj0FCslSqrnU4IkU2kkFV0LO4IC47Ow8vFi+LeJQj0DqS4dyCB3iUoavB1youdDt06\nwMCt73L+7jnKF3iOOc8voJavXGiUJTYbrps24BkxFf2pEyhaLaZXOmUUcYWKaqcTQmQzKWSV/Hz5\nR975uSdGi/GBj7toXfD3CiDQuwTFvQMp7hX418/egfh7BeCmc8vh1A+Xbk0n4uAUZkVPx6bY6Fu9\nH2MaTMBD76F2NMdnteK2MRLD9Knofz+dUcSdu2IcOgJrufJqpxNC5BApZBUsPbGY0TuH46ZzY/EL\nyyhboDwxydeISbrKtaRrxCT99fOu6zseuA0NGooafP84og6k+B9lHej158/F8XbNlyPv51TCSQZs\n7cuJ+GOU8C7JrOBPaRzQNEf27dSsVtwiv8EwYxr6s2dQdDpMXbtjHBKCtYxcgS5EXiOFnINsio1J\nv01g3pFZFPHwYWW7LzNP51Yp8uCLdEwWE7HJMZlFfS356h+FnfG/o3GHOXTrwANfm9+twB9H1oF/\nHFn/cVrcK5AA70B8PHyeaWYsq83KvCOzCNv/EWabmTcq/Y8PG3+Ml6v3U28zT7BYcFv/dUYRXziP\noteT2v1NjIOGYStdRu10QgiVSCHnEJPFxMCt7/LdhfWUK1Ce1e3XUSp/6ce+zl3vTpkC5R56z67V\nZuWW8eYfhZ1R1teSrhHzR3FfuneBkwnHH7xtnTsB3sX/dTo80LsEAV7F8fcKeGiui3fP039rXw7d\nOoCvwY8ZLefQqmSbrA1GXmWx4Lbuy4wivnQRxcWF1B49MQ4aiq1kKbXTCSFUJoWcA+6YEvjfj6+z\n78ZvNCjWiGUvrqageyG7bFun1eHvFYC/VwD1izX41+OKopCYduevov5baV/jetI1Ltw9/8BtazVa\nArwD8Pf8e2nfS79H+IFPSLWk8kr5TnzSNNxu7ydXMpthyRIKTZqM7splFFdXUt/qjXHgUGyBJdRO\nJ4RwEFLI2ezSvYu8vqkTF+6e57/lXmVW8Hzc9e45tn+NRkMh98IUci9MdZ+gBz4nxZzC9aQYYpL/\n+g772h/FHWuM4cDNfexTfvvbawq5F2JO8AJeKvffnHgbzik9Hfe1qzDMng5Xr6B1dSW1V5+MIg6Q\nubuFEH8nhZyNDt06QI8fXiM+NZ6BNYcytsEEh7yVydPFk+cKVeC5QhX+9ZiPjzexN+9wIyU2s6jv\np9/jpXKv4GvwVSGtE0hLw331Cgyzp6O7HoPi7g6DBnGndz9sxfzVTieEcFBSyNnkh4vf894vvUmz\npjG12Qzeqtpb7UhPzUXnQol8JSmRr6TaURybyYT7qmUYZs9AdyMWxcMDY9/+pA4YTOGq5bHFJamd\nUAjhwLJ0uGYymWjVqhXr168HYPny5VSpUoWUlJTM52zYsIFXX32Vzp078/XXX2dPWifx2bH59Nzc\nHQ1aVry41qnLWGRBaioen82nUL0aeI8egfbeXYz9BpFw4Dgpkz7B5uundkIhhBPI0hHy/PnzyZ8/\nPwCRkZEkJCRQtGjRzMeNRiPz5s1j3bp1uLi40KlTJ1q3bk2BAgWyJ7WDstqsTNwzloXHPqWowZdV\n7b6iRlFZhSfXMhrxWP45HnNnobt9C8XgiXHgUIzvDkDx8VE7nRDCyTy2kC9cuMD58+dp0aIFAK1a\ntcLLy4uNGzdmPufo0aNUq1YNb++M+09r1apFdHQ0wcHB2ZPaAaVaUun3Sx82XdxAhYIVWd1hHYHe\ncgVtrpSSgscXSzDMm4U2Pg6blzcpQ4aT2rc/SuHCaqcTQjipxxZyWFgY48ePJzIyEgAvL69/PSc+\nPp5Chf667aVQoULExcXZMaZji0+Np8cPr3Ho1gEa+zflixdXkd8tb50dyAs0yUm4f74Yw/zZaBMS\nsHnnI2VYKKl9+6EUlNu+hBDP5pGFHBkZSVBQEIGBgU+0UUVRsvS8ggUN6PXZuy6uj0/2zhp1NuEs\nHSPbcSHxAm9Uf4PFHRfjpnecOabtIbvH0OHdvw9z50JEBNy5AwUKwMSJaAcNwrNgQTyzuJk8P452\nIuP47GQM7cPe4/jIQo6KiuLatWtERUVx8+ZNXF1d8fPzo1GjRn97XtGiRYmPj8/859u3bxMU9OB7\nXv+/xMQHL6xgLz4+3sRl45Wt+2/s480fX+OO6Q7Dao9gZL1x3E9MB9KzbZ85LbvH0JFp7t3FY/FC\nPBbOQ3v3LrYCBUgdNY7Ut/ui5MsPFiCLY5OXx9GeZByfnYyhfTztOD6qxB9ZyDNnzsz8ec6cOQQE\nBPyrjAFq1KjBuHHjuH//PjqdjujoaMaMGfPEQZ3JhvPf0n/rO1hsFma0mEv3ym+qHUnYieZuIh6L\n5uOxaD7a+/ewFSpE8tgJmHr1QfHOmQU7hBB5zxPfhzx//nz27NlDXFwcffr0ISgoiNDQUEJCQujd\nuzcajYb+/ftnXuCV2yiKwvyjc5m4ZyyeLl4se3ENwSVaqR1L2IHmTgIeiz7F47OFaJPuYytcmOTx\nH2Lq2RvFK3d+noUQjkOjZPUL32yQ3adN7H1qxmqzMnZXKJ+f+Aw/z2Ksav811YpUt9v2HVFeOL2l\nSUjAsGAu7osXok1JxlbEB2P/waS+1Rs8s/oN8aPlhXHMCTKOz07G0D5y/JS1+EuKOYV3t/Tip8s/\nUqlQFVa3/5oAb5mP2Jlp4uMxfDobj88/Q2NMwVrUl+SRY0h9sxcYDGrHE0LkMVLIWXDbeJs3NnXm\nSNxhmhVvyedtlpPPLb/ascRT0ty+jWHeLDyWLUFjNGL1K0bq2PdJfeMt8PBQO54QIo+SQn6Ms3fO\n8PqmTlxNukLXit2JaD4bF52L2rHEU9DeuonH3Jl4LF+KJjUVq38AxvEfYur+Jrjn3ApcQgjxIFLI\nj/Bb7G7e/LEb99LuElp3DCF1RqLRaNSOJZ6Q9kYsHnNm4LHiCzRpaViLB2IcNAxTtzfALXfdMy6E\ncF5SyA+x/tzXDNr6HjZszA6eT9eK3dWOJJ6Q9noMhtnTcV+1HE16OtYSJTEODsH02uvg6qp2PCGE\n+Bsp5H9QFIU5h2cwee9EvF3zsbTtSpoVb6F2LPEEtNeuYpg9A/fVy9GYzVhLlsI4dASmzl3BRb5u\nEEI4Jink/8diszByRwgrTi0lwKs4q9p/TeXCVdSOJbJIe+VyxhHx2lVozGYspctgHDqCtFe7SBEL\nIRyeFPIfktOT6PPzW2y9uoWqRaqzuv3X+HkWUzuWyALtpYsYZkXg/tUaNBYLlrLlMor4lc6gl4+4\nEMI5yG8r4GbKDbpv6sLx+KMEl2jF4heW4eUqMzM5Ot3F8xhmhOO27ks0ViuW8s9hHBZK2suvgi57\nFy0RQgh7y/OFfDrhFK9v6sT15Bh6VH6LsGbT0Wvz/LA4NN25sxhmTMNt/ddobDYsFStlFHHHl6WI\nhRBOK083z86Y7by1uTtJ6fcZW38Cg2oNk9uaHJjuzO8YZkzF7dtv0CgKlkpVSBk+kvT2L4FWq3Y8\nIYR4Jnm2kL/8fTXDogaiQcP8Vot59bkuakcSD6E7fQrD9Km4bfgWjaJgrlodY8hI0l9sL0UshMg1\n8lwhK4pCxMEwph74mPxuBVjWdjWNApqoHUs8gO7kCTwjwnD7/jsAzNWDMA4fRXqbF0HOZAghcpk8\nVchmq5nh2wez5veVBHqXYE37b3iuUAW1Y4l/0B8/iiE8DLcfvwfAXLNWRhG3aiNFLITItfJMISel\n36fX5h5sj9lGDZ+arGz/Fb4GX7Vjif9HfyQaQ0QYbj/9CIC5dl1SRozC3LKVFLEQItfLE4Ucm3yd\n1zd15lTCCV4o2ZaFLxRbPgsAABBeSURBVCzF08U+69yKZ6ePPoghfApuv/wMgLleA1KGj8LcvKUU\nsRAiz8j1hXwi/jjdN3XmRkosPau+zUdNpsptTQ7i/9q79/gm60OP45+kbdoEylVQUY67eUXAA7rR\nYZUCh8Go4qC20OFlAjoFHaXYdm57KWfbSyqlaBkHEBUQnJcxdZyJEzbsBEWYgA4VWgZMGA5pTyul\nfZKmTX7nj2g3HUIYbZ+nyff9V0uS5tsvly9PLn0S/7SVTiVz8bz6BwCCaUOxZhfRdPU1GmIRiTsx\nvUzr961nwgtZ1Dcd5/60n3HXFXfrbU0OkPjmlsgQv/YqAMGrr8HKL6RpaLrNyURE7BOzg/zL3avI\nL7+HRHciy0atYNzXxtsdKe4lvbEZX8lcPJtfAyCYPgzr3iKahnzT5mQiIvaLuUE2xlC87WeUbp9H\nD28PVox+miHnptkdK34ZQ9Lm1yJDvOV1AILDhtOQX0TzN4bYHE5ExDliapCDoSB5r87gV5XPcEGX\nL7H+5lfoHtYJImxhDEl/fJVO84tJ2roFgMYR/4WVX0jzlV+3OZyIiPPEzCAfD9Zxy8u5bD78GoPP\nvpInxzzLRT2/QlXVcbujxRdjSHr193QqKSbprW0ANI4aHRni/xxsczgREeeKmUFeU/kcmw+/xpgv\nZ7J45GP4knx2R4ovxuD5/Sv45heTtGM7AI2jx2LNLqR5wBU2hxMRcb6YGeQbL8qhb2pfMvqOJMGt\nM/60G2PwvPJyZIjf2QlA49jraZhVQKj/AJvDiYh0HDEzyJ09qYy84Ft2x4gf4TCel1+KDPG7f8a4\nXASu/w7WrAJCl/WzO52ISIcTM4Ms7SQcxvPS/9JpfjGJ778bGeLvTMDKKyB0yaV2pxMR6bA0yBKd\nUIjk3/4GX+lDJO5+H+N2E5iQjZV3L6GLdIIOEZEzpUGWkwuFSH7+V5EhrqyIDPGNEyND/LUL7U4n\nIhIzNMhyYs3NJL+wBsrm06WiApOQgH/SZKwf5BP+ylftTiciEnM0yPJZzc0kr3kW38MlJO7fB4mJ\n+CffgnXPLMJf+rLd6UREYpYGWSKamkj51TP4Fswj4YO/YpKS8N98G945P6G+U0+704mIxDwNcrwL\nBkl59pf4HplPwsEPMB4P/lunRI6Iz++Lt1cq6KediYi0OQ1yvGpsJOXp1fjKSkn42yFMcjL+Kbdj\n3Z1HuM95dqcTEYk7GuR4EwiQ8tST+BYuIOHDw5iUFKzb78Q/Yybhc3QiDhERu2iQ44XfT8pTK/GV\nLSDhyN8xXi/W92fgn34P4bPPsTudiEjc0yDHOsvCu2o53oUPk3D0I4zPhzX9B1h33o3p3dvudCIi\n8gkNcqxqaMC78gl8ix7BXXWUcKfOWPfMwvr+DMxZZ9mdTkREPkeDHGvq6/Eufwzf4jLc1dWEO6fS\nkDcb/x3TMT309iUREafSIMcIV/1xUh5/FN/ihbhragh36UpDfiH+2+/EdO9hdzwRETkFDXIH56o7\nhvexpXiXLsJdW0u4azcaCu7DP+37mK7d7I4nIiJR0iB3UK5jH+N9dDHeRxfjPvYx4W7daCj6Mf6p\nd2C6dLU7noiInCYNcgfjqq2JDPGyJbjrjhHu0YP6H91P4LZpmNQudscTEZF/kwa5g3DV/B/epYvw\nLluKu/444bPOov4n/43/e1Ohc2e744mIyBnSIDucq7oa35JfkPL4o7gb6gmf1Yv62UX4b7kNOnWy\nO56IiLQSDbJDuaqq8P1PGd7lj+GyGgj1Ppv6oh/hv+l74PPZHU9ERFqZBtlhXB99hG/RI3hXPo7L\n7yd0zrlYP76fwHdvAa/X7ngiItJGNMgO4T7yd7y/eBjvk8txBQKE+pyHdf8sArk3QUqK3fFERKSN\naZBt5v7wML6FC0hZvRJXYyOh8/ti/SCfwMTvQnKy3fFERKSdaJBt4v7bocgQP/UkrmCQ0H9cgDVz\nNoHsSeDx2B1PRETamQa5nbkPfoCvbAEpT6/C1dRE6IIvYeXdS+DGiZCUZHc8ERGxiQa5nbj/egBf\nWSkpzzyFq7mZ5i9/BSvvXhqzciBRvw0iIvFOS9DG3Pv34XtkPinPPY0rFKL5axdGhvg7WRpiERFp\nEdUiBAIBMjMzueuuu0hLS6OgoIBQKESvXr2YN28eHo+Hfv36MWjQoJbbrFixgoSEhDYL7nQJ+/bi\nW1BC8q+fiwzxRRdjzSqgcdx4iONeRETkxKIa5MWLF9O1a+SEBWVlZeTm5jJmzBhKS0tZs2YNubm5\ndO7cmVWrVrVp2I4gobIC34J5JL+wBlc4TPOll0W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+ "text/plain": [ + "" + ] + }, + "metadata": { + "tags": [] + } + } + ] }, { "metadata": { From 5579b631a87a0f7063d9a05d5deb3eba8c036a9f Mon Sep 17 00:00:00 2001 From: Ayan Dutta Date: Sat, 13 Oct 2018 02:58:06 +0530 Subject: [PATCH 3/3] Solved Assignment - 4! --- ayan59dutta.ipynb | 239 +++++++++++++++++++++++++--------------------- 1 file changed, 129 insertions(+), 110 deletions(-) diff --git a/ayan59dutta.ipynb b/ayan59dutta.ipynb index e041f03..8d86a24 100644 --- a/ayan59dutta.ipynb +++ b/ayan59dutta.ipynb @@ -112,7 +112,7 @@ "print (t2)\n", "print (t3)" ], - "execution_count": 3, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -159,7 +159,7 @@ "print (sess.run(t3))\n", "sess.close()" ], - "execution_count": 4, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -244,7 +244,7 @@ "print ('Comp Graph 1 Alt: ', sess.run(comp_graph_1_alt))\n", "sess.close()" ], - "execution_count": 5, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -295,7 +295,7 @@ "print ('Part 2 Result: ', part2_res)\n", "sess.close()" ], - "execution_count": 6, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -356,7 +356,7 @@ "with tf.Session() as sess:\n", " print(sess.run(cg1))" ], - "execution_count": 7, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -415,7 +415,7 @@ "with tf.Session() as sess:\n", " print(sess.run(cg2))" ], - "execution_count": 8, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -474,7 +474,7 @@ "with tf.Session() as sess:\n", " print(sess.run(cg3))" ], - "execution_count": 9, + "execution_count": 0, "outputs": [ { "output_type": "stream", @@ -565,7 +565,7 @@ "base_uri": "https://localhost:8080/", "height": 347 }, - "outputId": "8fd84d54-9793-4c7f-9782-b601118dab56" + "outputId": "0c6090c8-c4df-48ca-8702-f59966201ce6" }, "cell_type": "code", "source": [ @@ -578,9 +578,9 @@ { "output_type": "display_data", "data": { - "image/png": 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tPLqcOXs+oZ7/nYwNedfsOCIiN0WlLU7n9KVTvLTuObxcvZjV8XNKuZUyO5KI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\niDgIlbaIiIiDUGmLiIg4iP8HYyugUAa9Cs8AAAAASUVORK5CYII=\n", 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2B9jaeRcqmlWUOhZpuTde1CWTySCTyV7Y1rp1a4SEhMDW1rZ4m0qlwqxZs7B79264uroi\nLCwMR44cQWBgYIn7tre3hqmpiQbxX83JyUb0fRoazlAcnKM4dGmOdzPv4oMfO+BG+g0MeW8I1nRe\nAxNj8f+dKy1dmqE2K8s5GgmCIJT2h/r06QOVSgUASElJgYODA6ZPn46ZM2di3759AIDo6Gg8efIE\nY8aMKXE/qak5asYumZOTTZns15BwhuLgHMWhS3O8lp6M3vs+wKPnDzHaaxymNp+mFfel1qUZajOx\n5lhSqav1safo6OjirydNmoQePXqgadOmyMrKQnp6OhwcHHDx4kV4e3url5aISMf89uQsPtrfCxmF\nGZjWYhZGeo2WOhLpGNE+h2xiYoLIyEgMGzYM5ubmcHFxQefOncXaPRGR1vr5/nH0j/0IBcp8LPVf\nhY8bfiJ1JNJBGhfyvHnzir8OCgpCUFCQprskItIZ+//8EcMODQIAbGi/BZ1rdZU4Eekq3suaiEhN\nW69sxmfx/WFmYo4dXfawjEkjLGQiIjWsOL8U446Pgp2FHWK67UMrlzZSRyIdx3tZExGVgiAImHlq\nGlaeX4rqFd7Brq7fo55DfaljkR5gIRMRvSWlSokJCWHYenUzatvVgazrD3CxcX3zDxK9BRYyEdFb\nKFQWYtihwfjp1o/wcHoX0V1i4GjlKHUs0iMsZCKiN8iV52DAwb745f5x+FVvhe867YCNue2bf5Co\nFFjIRESvkV7wDB/v/y9+e3oOHWp0wrrgb2Fpail1LNJDLGQiohI8zH2A3vs+wPWMa/iw/sdY4r8S\npsb8Z5PKBj/2RET0Cn9m3kCXmGBcz7iGzz1HYlnAapYxlSm+uoiI/uVC6u/os78n0vLTMMUnEmPe\n+0IrFokg/cZCJiL6h8SHJ9Av9kPkynOwsM1SDGg8SOpIZCBYyEREf4u7cwBD4gZAKSjxTbuN+KBu\nL6kjkQHhe8hERAB2XduBTw98DGMjY2zptJNlTOWOhUxEBm/dH6sReuRz2JjbQNbtBwS4cdU6Kn88\nZU1EBqtIWYQ5STOw6vdlcLauil1dv0fDyo2kjkUGioVMRAbpXk4Khh0ajDOPk1CrUm3s7LoX7rY1\npI5FBoynrInI4MTe2o+AXS1x5nESetTphUMhCSxjkhyPkInIYBQqC/HVyQisv/gNrEytsLjtCvRt\n2J+fMSatwEImIoNwK/Mmhh4ahAupv6O+fQOsC/6W7xeTVmEhE5He23N9F8YnhOF5US76NuyP2S0X\nwNrMWupYRC9gIROR3sorysPUXydi29XvUMGsItYErUever2ljkX0SixkItJLV59dwdD4T3EtIxlN\nHD0RFbwJtezqSB2LqES8ypqI9IogCNhy5Vu0390W1zKS8VmTzxHb6zDLmLQej5CJSG/kyLMx/vgY\n7L25B3YWdljbbiM61eoidSyit8JCJiK98MfT8xgS/ynuZN+Gd1UffNNuI1xsXKWORfTWeMqaiHSa\nIAhY98dqdIoJwp3s2xjz3hf4vnssy5h0jlpHyDExMVi2bBnc3NwAAL6+vhg+fDiSk5Mxffp0AED9\n+vXx1VdfiRaUiOjfMgrSMeboCBy8EwtHKyesClwHf7dAqWMRqUXtU9adOnVCeHj4C9tmz56NKVOm\nwMPDA1988QUSEhLQpk0bjUMSEf3bqUeJGH5oMB7k3kerd9pgdVAUnCtUlToWkdpEO2Utl8vx4MED\neHh4AAD8/f2RmJgo1u6JiAAAKkGFpee+Ro/vO+HR84eY1CwCu7p+zzImnaf2EfLp06cxePBgKBQK\nhIeHo3LlyrC1tS3+fuXKlZGamipKSCIiAHiS9wQjDw/Fz/ePoVqF6vim3UY0r+4rdSwiUbyxkGUy\nGWQy2QvbOnfujFGjRqFt27Y4f/48wsPDsX79+hceIwjCG5/c3t4apqYmpYz8Zk5ONqLv09BwhuLg\nHMXh5GSDw7cOo19MPzx5/gRd6nXBpu6b4GjtKHU0ncHXojjKco5vLOSQkBCEhISU+H0vLy+kp6fD\n3t4emZmZxdufPHmCKlWqvHbfGRl5pYj6dpycbJCamiP6fg0JZygOzlEc9pWtMDF2MpaeWwRTY1PM\n8JuDzz1GQnhuhNTnnO/b4GtRHGLNsaRSV+s95KioKOzfvx8AcP36dTg4OMDc3By1atXC2bNnAQDx\n8fFo1aqVmnGJiIAHOffhv9kfS859DVdbd+zvEY9hnqFcLpH0klrvIXft2hUTJkxAdHQ0FAoFZs+e\nDQCYMmUKIiMjoVKp4OnpCV9fvrdDROo5eDsWY44OR0ZhBrrX7olFbZfB1qKS1LGIyoyR8DZv9paR\nsjiFwlMzmuMMxcE5qqdQWYiZiZFYd2ENLE0ssbTDUvRw+4hHxRrga1EcZX3KmrfOJCKtcTvrFobG\nD8QfqedR164eotpvRpsGzVkmZBBYyESkFfbe2I0vjo9BblEOPmrQD3NaLUQFswpSxyIqNyxkIpJU\nXlEevjwxCVuufAtr0wpYFbgOIfX7SB2LqNyxkIlIMtfSkzEkfgCS06/iP44eiArehNp2daWORSQJ\nrvZEROVOEARsv7oFwbvbIDn9Kgb9Zwhiex5mGZNB4xEyEZWrXHkOxieEIeaGDLbmlbCqfRS61O4m\ndSwiybGQiajcXEj9HUPiP8XtrFto6uyNb9pthJutu9SxiLQCT1kTUZkTBAHrL6xFpz1BuJ11C6Fe\nYfjxg4MsY6J/4BEyEZWpzIIMjDk2Egdu74ejlSNWBn6DALd2Usci0josZCIqM2ceJ+Hz+EG4n3sP\nftVbYU279ahaoZrUsYi0EguZiESnElRYeX4p5ibNhAABE72nYGzTCTAxFn+5VSJ9wUImIlE9zXuK\n0CNDcfzeUVStUA1rgzbA952WUsci0nosZCISzckHv2LooYF4mvcEQW7BWB64Fo5WjlLHItIJLGQi\nEsWltIv4+KcQyFWFmO47G8M8R8LYiB/kIHpbLGQi0lhqXir6x/ZBnuI5Nrbfyht9EKmB//lKRBop\nVBZiUFw/3M+9h/BmU1nGRGpiIROR2gRBQHjCOCQ9SsQHdXpiXNOJUkci0lksZCJS27oLq7E9eQs8\nnbyw1H81jIyMpI5EpLNYyESklqMphzHt5FRUsXbG5o7bYW1mLXUkIp3GQiaiUruRcR1D4wfCzNgM\nmztuR/WK70gdiUjn8SprIiqVzIIMfBL7IbLlWVgVuA5Nnb2ljkSkF3iETERvTaFS4LP4T3Er60+M\n8hqLkPp9pI5EpDdYyET01qadmIKf7x9D+xodMcUnUuo4RHqFhUxEb2XLlW8RdXEtGjg0xJqg9Vwo\ngkhkLGQieqOTD35F+M/j4GDpgO86RqOiuY3UkYj0DguZiF7rbvYdDIrrBwDY0H4LalSqKXEiIv2k\n1lXWMTExWLZsGdzc3AAAvr6+GD58OJKTkzFjxgwYGxvD1tYWixYtgpWVlaiBiaj85Mpz0D+2D9IL\n0rGwzVL4vdNK6khEekvtjz116tQJ4eHhL2ybNWsWJk2aBA8PD8yfPx8xMTHo27evxiGJqPypBBVG\nHB6Cq+lXMLjJUAxoPEjqSER6TdTPIa9duxYVK1YEADg4OCAzM1PM3RNROZqbNBMH78SilUtbzPSb\nJ3UcIr1nJAiCUNofiomJwbZt22BnZweFQoHw8HA0atSo+Pt5eXno3bs3li1bhtq1a5e4H4VCCVNT\nXqlJpG22XdiGfnv7oY5DHSR9lgQHKwepIxHpvTcWskwmg0wme2Fb586d4e7ujrZt2+L8+fOIjIzE\nvn37APxVxsOHD0f37t3Rs2fP1z55amqOhvFf5uRkUyb7NSScoTh0dY6/PTmL7t93hLmJBQ72Ooq6\n9vUkzaOrc9QmnKE4xJqjk9OrP6XwxlPWISEhCAkJKfH7Xl5eSE9Ph1KphCAIGDFiBLp06fLGMiYi\n7fMo9yEGHPgYRaoifNthm+RlTGRI1PrYU1RUFPbv3w8AuH79OhwcHGBiYoKoqCg0a9bstQVORNop\nX5GPAQc+wpO8x5jWYhYC3YOljkRkUNS6qKtr166YMGECoqOjoVAoMHv2bADAtm3b4OLigsTERACA\nj48PQkNDxUtLRGVCEASEHR2B31PP46MG/TDMc6TUkYgMjlqFXLVqVWzZsuWl7b/++qvGgYio/C09\n9zX23twD76o+WNBmCYyMjKSORGRweKcuIgP30619mHt6JlwqumJTh22wMLGQOhKRQWIhExmwy2mX\nMPLwUFibWmNzpx2oYl1F6khEBkvUG4MQke5IzUtF/wN9kKd4jo3tt6KJo4fUkYgMGo+QiQyQXCnH\noLh+uJeTgvBmU9GldjepIxEZPBYykYERBAETE8Yi6VEiPqjTE+OaTpQ6EhGBhUxkcNZdWI3tyVvg\n6eSFpf6reUU1kZZgIRMZkKMphzHt5FRUsXbG5o7bYW1mLXUkIvobC5nIQNzMuIGh8QNhZmyGzR23\no3rFd6SORET/wKusiQxAZkEG+sX2RrY8C6sC16Gps7fUkYjoX3iETKTnFCoFhsR/iltZf2KU11iE\n1O8jdSQiegUWMpGem3ZiChLuH0OwewdM8YmUOg4RlYCFTKTHtlz5FlEX16KBQ0OsabceJsYmUkci\nohKwkIn0VOLDEwj/eRwcLB3wXcdo2JjbSh2JiF6DhUykh+5m38Ggg/0AABvab0GNSjUlTkREb8Kr\nrIn0TK48B/1j++BZwTMsbLMUfu+0kjoSEb0FHiET6RGVoMKIw0NwNf0KBjcZigGNB0kdiYjeEguZ\nSI/MTZqJg3di0cqlLWb6zZM6DhGVAguZSE/sub4Ly35bhJqVamF98LcwNeY7UkS6hIVMpAd+e3IW\nYcdGwsbcFls77YK9pYPUkYiolPif0EQ67lHuQww48DGKVEX4tsM21LWvJ3UkIlIDC5lIh+Ur8jHg\nwEd4kvcYX/nOQaB7sNSRiEhNPGVNpKMEQUDY0RH4PfU8PmrQD8M8R0odiYg0wEIm0lHLfluEvTf3\nwLuqDxa0WQIjIyOpIxGRBljIRDoo9tZ+zEmagXcqumBTh22wMLGQOhIRaYiFTKRjLqddwojDQ2Bt\nao3vOkWjinUVqSMRkQjUKuSYmBi0adMGn3zyCT755BOsWbPmhe9HR0cjICBAlIBE9P9S81LR/0Af\n5CmeY2XgOjRx9JA6EhGJRO2rrDt16oTw8PCXtj979gyHDh3SKBQRvUyulGNQXD/cy0lBeLOp6FK7\nm9SRiEhEop+yXrhwIUaPHi32bokMmiAICP95HJIeJaJ77Z4Y13Si1JGISGRqF/Lp06cxePBgDBgw\nAFeuXAEAJCUlwcLCAp6enqIFJCIg6sIabLv6HTyc3sWygNW8oppIDxkJgiC87gEymQwymeyFbZ07\nd4a7uzvatm2L8+fPIzIyEnv27MHAgQOxevVqVKpUCQEBATh69Ohrn1yhUMLU1ETzvwWRHou7GYdO\n2zuhSoUqODPkDFxsXaSORERl4I2F/Db8/PywevVqTJw4EZUqVQIAXLlyBe3atcOSJUtK/LnU1BxN\nn/olTk42ZbJfQ8IZikOMOd7MuIEOewJQqCzA9x/Eoqmzt0jpdAdfj5rjDMUh1hydnGxeuV2ti7qi\noqJQrVo1dOnSBdevX4eDgwM8PT0RFxdX/JiAgIDXljERvV5mQQY+OfAhsuVZWBW4ziDLmMiQqFXI\nXbt2xYQJExAdHQ2FQoHZs2eLnYtI6wiCALlKjkJFAQqUhShUFqBQUYjC/32tLESBoqD4zxYPjZGa\nmfnS4wuUBZArC196fIGyEIWK//9ean4q0vJTMcprLELq95H6r09EZUytQq5atSq2bNny2se86f1j\novIiCAJ+uBmD5IyrkCtfVagFf5ek/K+vFS8XrFz5V5GWNSMYwcrUChYmFjA3scAnjQZiik9kmT8v\nEUmPqz2RXrufcw9hx0Lx8/1jb/V4CxMLWJhYwtzEHJYmlrC1sIWFiSUsTSxgYWoJc2NzWJpawsLE\nEhYmFn9/bfH3n83/+t+/tznZ2UGeL7z0Pcv/Pd7UApYmljA3sSjeZmpsyiuoiQwUC5n0kiAI2H51\nC748MRm5RTkIcgvG8HdHwdrM+u+C/at0/1mQ5ibmMDYS76P5vJCGiEqDhUx651HuQ3xxfDQOp8TD\nxtwWy/xXo0+DvjzyJCKtxkImvSEIAmTXozH113BkFWaijYs/lvivhIuNq9TRiIjeiIVMeuFp3lOM\nTxiDg7d/grVpBSxssxT9Gw3CjlApAAAVQklEQVTkUTER6QwWMum872/swaRfvkB6QTr8qrfC0oBV\ncLetIXUsIqJSYSGTznqW/wzhP4/Dj3/uhZWpFea0XIBBTYaKemEWEVF5YSGTTvrp1j5MSAhDWn4q\nvKv6YEXAGtSyqyN1LCIitbGQSadkFKRjyi8TsefGLliYWGC672x87jECJsZcpISIdBsLmXTGoTsH\nMe74aDzJewyvKu9hRcA3qOdQX+pYRESiYCGT1ssuzMKXJyZjR/JWmBmbYYpPJEK9wmBqzJcvEekP\n/otGWu1YyhGMPRaKh88foImjJ1YErkWjyo2ljkVEJDoWMmmlXHkOpp/8Et9d2QhTY1NM8J6MsPfG\nw8zETOpoRERlgoVMWufXBz8j7OhIpOTcRUOHRlgRuBYeTu9KHYuIqEyxkElrPC96jtmnpmP9xW9g\nbGSMsPfG4wvvcFiYWEgdjYiozLGQSSskPTqF0UeH4XbWLdS1q4cVgWvxnvP7UsciIio3LGSSVL4i\nH/OSZmHtHysBACPeHY3wZlNhZWolcTIiovLFQibJnHtyBqOPDMeNzOuoWakWlgeshU+15lLHIiKS\nBAuZyl2hshBfn5mHFeeXQCWoMKTJMExpPg0VzCpIHY2ISDIsZCpXF1J/x6gjw3A1/QrcbNyxLGA1\n/N5pJXUsIiLJsZCpXMiVciw5txBLz30NpaDEgMaDMc13JiqaVZQ6GhGRVmAhU5m7nHYJo44Ow6W0\nC3inoguW+K9EW9cAqWMREWkVFjKVGYVKgRW/LcHXZ+ehSFWEjxt8ghl+c2BrUUnqaEREWoeFTGXi\nevo1jDr6Oc4//Q3O1lWxuO1ytKvRQepYRERai4VMolKqlFj7xyrMOz0ThcpC/Lfeh5jTcgHsLO2l\njkZEpNVYyCSaW5k3MerocJx5nARHKyd802YZOtXqInUsIiKdoFYhx8TEYNmyZXBzcwMA+Pr6Yvjw\n4cjJycHYsWORlZUFZ2dnLF68GObm5qIGJu2jElRYf2EtZid9hXxFPrrX7ol5rRehslVlqaMREekM\ntY+QO3XqhPDw8Be2rVmzBi1btsSnn36KlStXIjk5GR4eHhqHJO11J+s2wo6NxMmHv8LB0gHLA9ag\ne52eUsciItI5op6yPnbsGLZu3QoACA0NFXPXpGUEQcDmyxsx/WQE8hTP0bFmFyxssxRVrKtIHY2I\nSCepXcinT5/G4MGDoVAoEB4ejkaNGiEtLQ07duzAyZMnUadOHURERPCUtR66n3MPYcdC8fP9Y6hk\nYYdVbdbhv/U+hJGRkdTRiIh0lpEgCMLrHiCTySCTyV7Y1rlzZ7i7u6Nt27Y4f/48IiMjsW/fPnh4\neGDz5s3w8vJCREQEGjZsiL59+5a4b4VCCVNTE3H+JlQubjy7AZ/1PsgoyECnup0Q1TUK1W2qSx2L\niEjnvfEIOSQkBCEhISV+38vLC+np6VAqlahWrRq8vLwAAH5+fkhKSnrtvjMy8koZ982cnGyQmpoj\n+n4NSUkzzC3KRbc93ZFRkIFZfvMwxGM4jAqMkFrAeb8KX4vi4Bw1xxmKQ6w5OjnZvHK7sTo7i4qK\nwv79+wEA169fh4ODA0xMTODj44NTp04BAC5fvoyaNWuqGZe0jSAIGHcsFMnpVzHoP0Mw1HMET1ET\nEYlIrfeQu3btigkTJiA6OhoKhQKzZ88GAISFhWH8+PFYvnw5HB0dMWLECFHDknS+ubAK39+MgXdV\nH8zwmyt1HCIivfPG95DLUlmcQuGpGc39e4YnH/yKXj92hYNlZRzp/QuqVqgmYTrdwdeiODhHzXGG\n4tDKU9ZkOB7lPsRn8QNgZGSEDe2/YxkTEZUR3jqTSiRXyjEo7hOk5adilt88NK/uK3UkIiK9xSNk\nKtGXJybh3JMz6Fk3BEM8hksdh4hIr7GQ6ZV2Jm/Hpkvr0dChMRa1Xc4rqomIyhgLmV5y/tF5TEgI\ng615JWzquBUVzCpIHYmISO/xPWR6QUZBOnrF9EKBsgDr229GrUq1pY5ERGQQeIRMxZQqJYYdGozb\nmbcx7v2JCK7RUepIREQGg4VMxRaemYNj946gQ50OmPD+ZKnjEBEZFBYyAQAO3o7F4nML4WZbA9t6\nboOJMRf9ICIqTyxkwq3Mmxh5ZCgsTSyxqf0WOFg5SB2JiMjg8KIuA/e86DkGHuyHHHk2VgSsRRMn\nT6kjEREZJB4hG7D/reB0Nf0KBv7nM3zY4GOpIxERGSwWsgFbd2E19t7cg/edm2Gm3zyp4xARGTQW\nsoFKfHgC009GwMmqCjZ22AJzE3OpIxERGTQWsgF6/PwRPosbAABY334zV3AiItICvKjLwMiVcgw6\n+AlS859ipt9ctKjuJ3UkIiICj5ANTuSJyTj75DR61OmFoR4jpI5DRER/YyEbkF3XdmDjpSg0dGiE\nxf4ruYITEZEWYSEbiItpFzD++BjYmNtiUweu4EREpG34HrIByChIx8CD/VCgLEBU+82oZVdH6khE\nRPQvPELWcypBhRGHhyAl+w7GNZ2A9lzBiYhIK7GQ9dzCM3NxJOUQ/F0DMcF7itRxiIioBCxkPRZ3\n5wAWnZ0PNxt3rG23gSs4ERFpMRaynrqV9SdGHv57BacOW2FvyRWciIi0GS/q0kPPi55j4IG+yJZn\nYXnAGq7gRESkA3iErGcEQcAXx0cVr+DUp0FfqSMREdFbUOsIOSYmBsuWLYObmxsAwNfXF8OHD0dc\nXBw2btwIMzMzODs7Y+7cuTA356IF5SnqwhrE3NjNFZyIiHSM2qesO3XqhPDw8Be2zZo1C7GxsbCx\nscGXX36JQ4cOoXPnzhqHpLdz6uFJTE+MgKOVEza0/44rOBER6RBRT1nb2dkhOzsbAJCdnQ17e3sx\nd0+v8fj5IwyO6w9BELA+eDOqVawudSQiIioFI0EQhNL+UExMDLZt2wY7OzsoFAqEh4ejUaNGSEpK\nwqhRo2BjY4NGjRphxYoVr92PQqGEqSk/iqMpuVIO/83+OHnvJBYHL8bYFmOljkRERKX0xkKWyWSQ\nyWQvbOvcuTPc3d3Rtm1bnD9/HpGRkfjhhx/QvXt3rFq1Cq6urggLC0O3bt0QGBhY4r5TU3PE+Vv8\ng5OTTZnsV5tN/mU8Nlxchw/q9MQ37TZpvGiEIc6wLHCO4uAcNccZikOsOTo52bxy+xvfQw4JCUFI\nSEiJ3/fy8kJ6ejrS09MBoPhCrxYtWuDSpUuvLWTSnOxaNDZcXIcGDg25ghMRkQ5T6z3kqKgo7N+/\nHwBw/fp1ODg4wN7eHllZWcXFfPHiRbi7u4uXlF5yKe0ixif8tYLTtx22oaJZRakjERGRmtS6yrpr\n166YMGECoqOjoVAoMHv2bJiYmCAyMhLDhg2Dubk5XFxceIV1GcosyMDAg32Rr8jHdx03cQUnIiId\np1YhV61aFVu2bHlpe1BQEIKCgjQORa/3vxWc7mbfwdim49GhZiepIxERkYZ4py4d9PWZeTicEg9/\n10BM9J4qdRwiIhIBC1nHxN8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"text/plain": [ - "" + "" ] }, "metadata": { @@ -672,7 +672,7 @@ "base_uri": "https://localhost:8080/", "height": 751 }, - "outputId": "ca7e47a7-b09a-4d59-9975-b9f511e266a2" + "outputId": "c7b50021-9628-4f9a-bdbc-6524b38bc362" }, "cell_type": "code", "source": [ @@ -711,37 +711,37 @@ { "output_type": "stream", "text": [ - "Loss after epoch 0 is 48232.156\n", - "Loss after epoch 50 is 29.364824\n", - "Loss after epoch 100 is 29.354652\n", - "Loss after epoch 150 is 29.344591\n", - "Loss after epoch 200 is 29.33455\n", - "Loss after epoch 250 is 29.32451\n", - "Loss after epoch 300 is 29.314423\n", - "Loss after epoch 350 is 29.304377\n", - "Loss after epoch 400 is 29.29435\n", - "Loss after epoch 450 is 29.284342\n", - "Loss after epoch 500 is 29.274319\n", - "Loss after epoch 550 is 29.264292\n", - "Loss after epoch 600 is 29.254267\n", - "Loss after epoch 650 is 29.244268\n", - "Loss after epoch 700 is 29.234219\n", - "Loss after epoch 750 is 29.22421\n", - "Loss after epoch 800 is 29.21422\n", - "Loss after epoch 850 is 29.20421\n", - "Loss after epoch 900 is 29.19422\n", - "Loss after epoch 950 is 29.184244\n", + "Loss after epoch 0 is 48275.387\n", + "Loss after epoch 50 is 30.643898\n", + "Loss after epoch 100 is 30.633265\n", + "Loss after epoch 150 is 30.622795\n", + "Loss after epoch 200 is 30.612318\n", + "Loss after epoch 250 is 30.601858\n", + "Loss after epoch 300 is 30.591393\n", + "Loss after epoch 350 is 30.580938\n", + "Loss after epoch 400 is 30.570501\n", + "Loss after epoch 450 is 30.560047\n", + "Loss after epoch 500 is 30.549599\n", + "Loss after epoch 550 is 30.539164\n", + "Loss after epoch 600 is 30.528723\n", + "Loss after epoch 650 is 30.518248\n", + "Loss after epoch 700 is 30.507807\n", + "Loss after epoch 750 is 30.497387\n", + "Loss after epoch 800 is 30.486979\n", + "Loss after epoch 850 is 30.476562\n", + "Loss after epoch 900 is 30.466135\n", + "Loss after epoch 950 is 30.455725\n", "Now testing the model in the test set\n", - "The final loss is: 36.914066\n" + "The final loss is: 34.145008\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { - "image/png": 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/f8ixhCP0rtqHVoFt1I4j7kdWFh6frsW4cC662BgUd3dMrw0kc+hw7GUC1U6n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\nkQ5wkImIiHSAg0xERKQDHGQiIiId+H8/87zSTzcRXwAAAABJRU5ErkJggg==\n", 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2LWbiunEkZ54n2CeYUa0iebphX8r46GMuxZnlzJmcmstFr/1VczkqkswuD7h1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\n5k1pn0Dik5PNHs3tXFRz2fnenJrL+g1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"text/plain": [ - "" + "" ] }, "metadata": { @@ -811,7 +811,7 @@ "base_uri": "https://localhost:8080/", "height": 420 }, - "outputId": "a86e1fc8-f0a0-4312-bcc5-68d5a0599560" + "outputId": "2512f030-91df-4b48-cfe3-2f88756466cb" }, "cell_type": "code", "source": [ @@ -822,19 +822,19 @@ { "output_type": "stream", "text": [ - "Loss after epoch 0 is 48232.156\n", - "Loss after epoch 50 is 29.364824\n", + "Loss after epoch 0 is 48275.387\n", + "Loss after epoch 50 is 30.643898\n", "Now testing the model in the test set\n", - "The final loss is: 37.134453\n" + "The final loss is: 34.363277\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { - "image/png": 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QIs+x2q0E7xgBwMzW4bjp1F+pRzwkRcFt1w6ModNx37cXAEu79qQFjcX2VGOV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\nQfvPAAAAAElFTkSuQmCC\n", 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f/1Hee68zFStWuutV0sWLl+DZZ1vTu/f7KIpC9+69AKhatSrdunWmR4++tz6HXr36MWhQ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\nAUDm409iDh+BvUFDlZMJITyRRrnfE74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"text/plain": [ - "" + "" ] }, "metadata": { @@ -874,8 +874,8 @@ "\n", " print('The final loss is: ', final_loss)\n", "\n", - " plt.plot(test_X[:10], test_Y[:10], 'g', label='True Function')\n", - " plt.plot(test_X[:10], final_preds[:10], 'r', label='Predicted Function')\n", + " plt.plot(test_X, test_Y, 'g', label='True Function')\n", + " plt.plot(test_X, final_preds, 'r', label='Predicted Function')\n", " plt.legend()\n", " plt.show()" ], @@ -884,36 +884,45 @@ }, { "metadata": { - "id": "T11oiDEmm_V-", + "id": "A6MaclhK4rc6", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", - "height": 420 + "height": 567 }, - "outputId": "b23507d4-f362-42d2-98cb-c18321e61a6d" + "outputId": "47f0ce71-b824-427b-a712-780e0478e0a4" }, "cell_type": "code", "source": [ - "linear_regression()" + "# Okay! Now let's tweak!\n", + "linear_regression(learning_rate=0.000034, n_epochs=500)" ], - "execution_count": 13, + "execution_count": 14, "outputs": [ { "output_type": "stream", "text": [ - "Loss after epoch 0 is 48232.156\n", - "Loss after epoch 50 is 29.364824\n", + "Loss after epoch 0 is 48275.387\n", + "Loss after epoch 50 is 30.583029\n", + "Loss after epoch 100 is 30.512005\n", + "Loss after epoch 150 is 30.441156\n", + "Loss after epoch 200 is 30.37047\n", + "Loss after epoch 250 is 30.29996\n", + "Loss after epoch 300 is 30.22961\n", + "Loss after epoch 350 is 30.159445\n", + "Loss after epoch 400 is 30.089417\n", + "Loss after epoch 450 is 30.019627\n", "Now testing the model in the test set\n", - "The final loss is: 37.134453\n" + "The final loss is: 33.57057\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { - "image/png": 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QIs+x2q0E7xgBwMzW4bjp1F+pRzwkRcFt1w6ModNx37cXAEu79qQFjcX2VGOV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\nQfvPAAAAAElFTkSuQmCC\n", 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TJ3H5+mGdEEne4KEoPr5qp/M4UshCiNtyIT+TKf+eyLpDa9Cg4bkmAxjRegz1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\nlu1bwlnbGby0Xjzb+DmGBo+kcUV5arQ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"text/plain": [ - "" + "" ] }, "metadata": { @@ -924,45 +933,54 @@ }, { "metadata": { - "id": "A6MaclhK4rc6", + "id": "peoHmV2M40uU", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", - "height": 567 + "height": 751 }, - "outputId": "5e1cd39f-31c2-417a-f8c2-2d6e51cd709d" + "outputId": "37439bf7-b27f-4d9f-d8f7-44387225e52b" }, "cell_type": "code", "source": [ - "# Okay! Now let's tweak!\n", - "linear_regression(learning_rate=0.000034, n_epochs=500)" + "linear_regression(learning_rate=0.0000006, n_epochs=1000)" ], - "execution_count": 14, + "execution_count": 15, "outputs": [ { "output_type": "stream", "text": [ - "Loss after epoch 0 is 48232.156\n", - "Loss after epoch 50 is 29.30641\n", - "Loss after epoch 100 is 29.23824\n", - "Loss after epoch 150 is 29.170238\n", - "Loss after epoch 200 is 29.102385\n", - "Loss after epoch 250 is 29.034683\n", - "Loss after epoch 300 is 28.96721\n", - "Loss after epoch 350 is 28.89984\n", - "Loss after epoch 400 is 28.832619\n", - "Loss after epoch 450 is 28.765608\n", + "Loss after epoch 0 is 48275.387\n", + "Loss after epoch 50 is 5543.9863\n", + "Loss after epoch 100 is 660.7065\n", + "Loss after epoch 150 is 102.6527\n", + "Loss after epoch 200 is 38.877304\n", + "Loss after epoch 250 is 31.588247\n", + "Loss after epoch 300 is 30.75412\n", + "Loss after epoch 350 is 30.65768\n", + "Loss after epoch 400 is 30.645586\n", + "Loss after epoch 450 is 30.643066\n", + "Loss after epoch 500 is 30.641651\n", + "Loss after epoch 550 is 30.640408\n", + "Loss after epoch 600 is 30.639143\n", + "Loss after epoch 650 is 30.637852\n", + "Loss after epoch 700 is 30.636616\n", + "Loss after epoch 750 is 30.635359\n", + "Loss after epoch 800 is 30.634123\n", + "Loss after epoch 850 is 30.632849\n", + "Loss after epoch 900 is 30.631592\n", + "Loss after epoch 950 is 30.630354\n", "Now testing the model in the test set\n", - "The final loss is: 36.332947\n" + "The final loss is: 34.36387\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { - "image/png": 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6wVQghSyEyHIURSFkexApthRm1Zsrsx9lQYbdOzGGTcZl53YALA2bYBo2gtQ6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\nXUNNTQ1u3LgBvV4Po9EIp9OJiIgI3Lx5E3FxcQC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wMl54ySXGXOYEKWQhRLaLT4vno4MLWHboI5IzkvB292Fww2H0qtuHYoZiascT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\nytjHJ/JO7Z4Y9Aa147kE3amTzjGXX38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"text/plain": [ - "" + "" ] }, "metadata": { @@ -973,54 +991,65 @@ }, { "metadata": { - "id": "peoHmV2M40uU", + "id": "KjY_KnlE5ClG", + "colab_type": "text" + }, + "cell_type": "markdown", + "source": [ + "## Drive the loss to a minimum." + ] + }, + { + "metadata": { + "id": "JKiHjGN15HPX", "colab_type": "code", "colab": { "base_uri": "https://localhost:8080/", "height": 751 }, - "outputId": "41156bf2-7d86-46df-9bb1-702fb91eeec1" + "outputId": "9a5de3eb-af6a-4eea-b494-3976ea865974" }, "cell_type": "code", "source": [ - "linear_regression(learning_rate=0.0000006, n_epochs=1000)" + "# YOUR CODE HERE\n", + "linear_regression(learning_rate=0.00005, n_epochs=100000, interval=5000, weight=1.0, bias=-7.0)" ], - "execution_count": 15, + "execution_count": 43, "outputs": [ { "output_type": "stream", "text": [ - "Loss after epoch 0 is 48232.156\n", - "Loss after epoch 50 is 5537.92\n", - "Loss after epoch 100 is 658.8795\n", - "Loss after epoch 150 is 101.31029\n", - "Loss after epoch 200 is 37.59088\n", - "Loss after epoch 250 is 30.308136\n", - "Loss after epoch 300 is 29.474867\n", - "Loss after epoch 350 is 29.378595\n", - "Loss after epoch 400 is 29.366493\n", - "Loss after epoch 450 is 29.364046\n", - "Loss after epoch 500 is 29.362698\n", - "Loss after epoch 550 is 29.361458\n", - "Loss after epoch 600 is 29.360277\n", - "Loss after epoch 650 is 29.359053\n", - "Loss after epoch 700 is 29.357862\n", - "Loss after epoch 750 is 29.356627\n", - "Loss after epoch 800 is 29.355465\n", - "Loss after epoch 850 is 29.35423\n", - "Loss after epoch 900 is 29.353033\n", - "Loss after epoch 950 is 29.351805\n", + "Loss after epoch 0 is 8384.275\n", + "Loss after epoch 5000 is 2.226931\n", + "Loss after epoch 10000 is 1.8930315\n", + "Loss after epoch 15000 is 1.6588774\n", + "Loss after epoch 20000 is 1.4947088\n", + "Loss after epoch 25000 is 1.379485\n", + "Loss after epoch 30000 is 1.298761\n", + "Loss after epoch 35000 is 1.2421072\n", + "Loss after epoch 40000 is 1.2023896\n", + "Loss after epoch 45000 is 1.1745279\n", + "Loss after epoch 50000 is 1.154952\n", + "Loss after epoch 55000 is 1.1412734\n", + "Loss after epoch 60000 is 1.1316365\n", + "Loss after epoch 65000 is 1.1249279\n", + "Loss after epoch 70000 is 1.1201596\n", + "Loss after epoch 75000 is 1.116828\n", + "Loss after epoch 80000 is 1.1145263\n", + "Loss after epoch 85000 is 1.1129303\n", + "Loss after epoch 90000 is 1.1117805\n", + "Loss after epoch 95000 is 1.1109662\n", "Now testing the model in the test set\n", - "The final loss is: 37.135445\n" + "The final loss is: 0.65428567\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { - "image/png": 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GYWnQUOVkOUsKWQjhdMxWM6HbhwAQ3mImLjr1V+oRT0hRcNm1A0P4FFx/2w1A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\n0wAAAABJRU5ErkJggg==\n", 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8tnxLurcX/Zt5MLdKOssaraBu0afNjifyFypkEcl9/rMqzjdyGNbYGC5UfYi6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\nhtbBZcyOJiK5kB5DFrmJY6u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"text/plain": [ - "" + "" ] }, "metadata": { @@ -1031,23 +1060,13 @@ }, { "metadata": { - "id": "KjY_KnlE5ClG", - "colab_type": "text" - }, - "cell_type": "markdown", - "source": [ - "## Drive the loss to a minimum." - ] - }, - { - "metadata": { - "id": "JKiHjGN15HPX", + "id": "y8Sm9o0orWZ6", "colab_type": "code", "colab": {} }, "cell_type": "code", "source": [ - "# YOUR CODE HERE" + "" ], "execution_count": 0, "outputs": []