<commit_before>{
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    "# An RNN model for temperature data\n",
    "This time we will be working with real data: daily (Tmin, Tmax) temperature series from 36 weather stations spanning 50 years. It is to be noted that a pretty good predictor model already exists for temperatures: the average of temperatures on the same day of the year in N previous years. It is not clear if RNNs can do better but we will see how far they can go.\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "Things to do:<br/>\n",
    "<ol start=\"0\">\n",
    "    <li>Run the notebook as it is. Look at the data visualisations. Then look at the predictions at the end. Not very good...\n",
    "    <li>Fist play with the data to find good values for RESAMPLE_BY and SEQLEN in hyperparameters ([Assignment #1](#assignment1)).\n",
    "<li>Temperatures are noisy, let's try something new: predicting N data points ahead  instead of only 1 ahead ([Assignment #2](#assignment2)).\n",
    "<li>Now we will adjust more traditional hyperparameters and add regularisations. ([Assignment #3](#assignment3))\n",
    "   \n",
    "</div>"
   ]
  },<commit_msg>Doc typo fix<commit_after>{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "# An RNN model for temperature data\n",
    "This time we will be working with real data: daily (Tmin, Tmax) temperature series from 36 weather stations spanning 50 years. It is to be noted that a pretty good predictor model already exists for temperatures: the average of temperatures on the same day of the year in N previous years. It is not clear if RNNs can do better but we will see how far they can go.\n",
    "\n",
    "<div class=\"alert alert-block alert-info\">\n",
    "Things to do:<br/>\n",
    "<ol start=\"0\">\n",
    "    <li>Run the notebook as it is. Look at the data visualisations. Then look at the predictions at the end. Not very good...\n",
    "    <li>First, play with the data to find good values for RESAMPLE_BY and SEQLEN in hyperparameters ([Assignment #1](#assignment1)).\n",
    "<li>Temperatures are noisy, let's try something new: predicting N data points ahead  instead of only 1 ahead ([Assignment #2](#assignment2)).\n",
    "<li>Now we will adjust more traditional hyperparameters and add regularisations. ([Assignment #3](#assignment3))\n",
    "   \n",
    "</div>"
   ]
  },
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