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A.S.
musicinformationretrieval-com
Commits
c146edf8
Commit
c146edf8
authored
Jul 01, 2015
by
Steve Tjoa
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# musicinformationretrieval.com"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Introduction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [About musicinformationretrieval.com](notebooks/about.ipynb)\n",
"1. [Getting Good at IPython](notebooks/get_good_at_ipython.ipynb)\n",
"1. [Using Audio in IPython](notebooks/ipython_audio.ipynb)\n",
"1. [Python Basics](notebooks/python_basics.ipynb)\n",
"1. [NumPy, SciPy, Matplotlib Basics](notebooks/numpy_basics.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter 1: Basic Signal Manipulation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Segmentation](notebooks/segmentation.ipynb)\n",
"1. [Signal Representations](notebooks/signal_representations.ipynb)\n",
"1. [Onset Detection](notebooks/onset_detection.ipynb)\n",
"1. [Beat Tracking](notebooks/beat_tracking.ipynb)\n",
"1. [Exercise: Understanding Audio Features through Sonification](exercises/feature_sonification.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter 2: Spectral Feature Extraction and Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Spectral Features](notebooks/spectral_features.ipynb)\n",
"1. [Mel-Frequency Cepstral Coefficients](notebooks/mfcc.ipynb)\n",
"1. [K-Nearest Neighbor Instrument Classification](notebooks/knn_instrument_classification.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter 3: Unsupervised Classification"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [K-Means Clustering](notebooks/kmeans.ipynb)\n",
"1. [Exercise: Unsupervised Instrument Classification using K-Means](exercises/kmeans_instrument_classification.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter 4: Matrix Factorization and Evaluation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Nonnegative Matrix Factorization](notebooks/nmf.ipynb)\n",
"1. [Exercise: Source Separation using NMF](exercises/nmf_source_separation.ipynb)\n",
"1. [Classification of Separated Signals](notebooks/classify_separated_signals.ipynb)\n",
"1. [Cross Validation](notebooks/cross_validation.ipynb)\n",
"1. [Evaluation](notebooks/evaluation.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chapter 5: Music Fingerprinting"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Locality Sensitive Hashing](notebooks/lsh_fingerprinting.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## More (work in progress)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"1. [Tonal Descriptors: Pitch and Chroma](notebooks/tonal.ipynb)\n",
"1. [Feature Extraction](notebooks/feature_extraction.ipynb)\n",
"1. [Tempo Estimation](notebooks/tempo_estimation.ipynb)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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