{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true,
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"import IPython.display as ipd"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"[← Back to Index](index.html)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Video: Tempo and Beat Tracking"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By Meinard Müller."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
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IiLceED8a7EulhtICLWqKl/s9SKM9g05XeqDYnV+kVU851E9RLJ+y55LR8rBWy42uP3rc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\nD+0NEKnaz0cuLBUUc0ZcBctD8PcLgHe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"text/html": [
"\n",
" \n",
" "
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ipd.display( ipd.YouTubeVideo(\"FmwpkdcAXl0\") )"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"[← Back to Index](index.html)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}