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updates 2023
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lab2/solutions/Part1_MNIST_Solution.ipynb

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" <td align=\"center\"><a target=\"_blank\" href=\"http://introtodeeplearning.com\">\n",
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" <img src=\"https://i.ibb.co/Jr88sn2/mit.png\" style=\"padding-bottom:5px;\" />\n",
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" Visit MIT Deep Learning</a></td>\n",
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" <td align=\"center\"><a target=\"_blank\" href=\"https://colab.research.google.com/github/aamini/introtodeeplearning/blob/master/lab2/solutions/Part1_MNIST_Solution.ipynb\">\n",
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" <td align=\"center\"><a target=\"_blank\" href=\"https://colab.research.google.com/github/aamini/introtodeeplearning/blob/2023/lab2/solutions/Part1_MNIST_Solution.ipynb\">\n",
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" <img src=\"https://i.ibb.co/2P3SLwK/colab.png\" style=\"padding-bottom:5px;\" />Run in Google Colab</a></td>\n",
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" <td align=\"center\"><a target=\"_blank\" href=\"https://github.com/aamini/introtodeeplearning/blob/master/lab2/solutions/Part1_MNIST_Solution.ipynb\">\n",
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" <td align=\"center\"><a target=\"_blank\" href=\"https://github.com/aamini/introtodeeplearning/blob/2023/lab2/solutions/Part1_MNIST_Solution.ipynb\">\n",
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" <img src=\"https://i.ibb.co/xfJbPmL/github.png\" height=\"70px\" style=\"padding-bottom:5px;\" />View Source on GitHub</a></td>\n",
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"</table>\n",
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"\n",
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"id": "gKA_J7bdP33T"
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},
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"source": [
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"# Copyright 2022 MIT 6.S191 Introduction to Deep Learning. All Rights Reserved.\n",
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"# Copyright 2023 MIT Introduction to Deep Learning. All Rights Reserved.\n",
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"# \n",
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"# Licensed under the MIT License. You may not use this file except in compliance\n",
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"# with the License. Use and/or modification of this code outside of 6.S191 must\n",
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"# reference:\n",
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"# with the License. Use and/or modification of this code outside of MIT Introduction\n",
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"# to Deep Learning must reference:\n",
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"#\n",
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"# © MIT 6.S191: Introduction to Deep Learning\n",
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"# © MIT Introduction to Deep Learning\n",
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"# http://introtodeeplearning.com\n",
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"#"
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],
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"\n",
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" #'''TODO: compute the categorical cross entropy loss\n",
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" loss_value = tf.keras.backend.sparse_categorical_crossentropy(labels, logits)\n",
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" # loss_value = tf.keras.backend.sparse_categorical_crossentropy() # TODO\n",
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" # loss_value = tf.keras.backend.sparse_categorical_crossentropy('''TODO''', '''TODO''') # TODO\n",
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"\n",
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" loss_history.append(loss_value.numpy().mean()) # append the loss to the loss_history record\n",
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" plotter.plot(loss_history.get())\n",
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]
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}
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]
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}
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}

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