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Merge pull request #45 from aloctavodia/consolidation
Remove extra cell from Chapter 3 Consolidation
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exercises/Chapter3.ipynb

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"For weights up until around ~50 units the polynomial fit looks good. However past that point the curve starts dropping dropping. Inuitively this does not make sense, that as people weigh more their height increases, until a certain point it starts dropping again. This phenonema is not a property of our data, but of our model choice. Polynomial functions always have to make N-1 turns, where N is the degree of the polynomial. This doesn't necessarily make our model useless, it seems to do a good job in certain parts of the domain, but as a statistical modeler its up to you to understand the tools in your toolbox and the tradeoffs of each."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Chapter 3 Part 3 Exercises"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import os\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import pandas as pd\n",
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"from pandas.plotting import parallel_coordinates\n",
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"from scipy import stats\n",
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"import arviz as az\n",
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"import pymc3 as pm\n",
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"from IPython.display import SVG, display"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"az.style.use('arviz-darkgrid')"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},

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