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120 changes: 120 additions & 0 deletions Bayesian Inference Python Statistics.ipynb
Original file line number Diff line number Diff line change
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Engineering World - A Place For Learning And Exploring\n",
"\n",
"## Bayesian Inference "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Standard imports"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import math"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"import matplotlib.pyplot as pp"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"ename": "ModuleNotFoundError",
"evalue": "No module named 'pymc3'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-5-2e5c536b7c65>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mpymc3\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mpm\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pymc3'"
]
}
],
"source": [
"import pymc3 as pm"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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"file_extension": ".py",
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382 changes: 382 additions & 0 deletions Cross validation Python Statistics Training.ipynb

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689 changes: 689 additions & 0 deletions Goodness Of Fit.ipynb

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95 changes: 95 additions & 0 deletions Hypothesis Testing in Python Statistics.ipynb
Original file line number Diff line number Diff line change
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Python statistics essential training - 04_04_testing"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Standard imports"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import math\n",
"import io"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"import matplotlib\n",
"import matplotlib.pyplot as pp\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import scipy.stats\n",
"import scipy.optimize\n",
"import scipy.spatial"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
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"language": "python",
"name": "python3"
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"file_extension": ".py",
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"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.6.4"
},
"toc": {
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"sideBar": true,
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"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
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}
},
"nbformat": 4,
"nbformat_minor": 2
}
577 changes: 577 additions & 0 deletions Logistic Regression.ipynb

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