<p><strong>musicinformationretrieval.com</strong> is a collection of instructional materials for music information retrieval (MIR). These materials contain a mix of casual conversation, technical discussion, and Python code.</p>
<p><strong>musicinformationretrieval.com</strong> is a collection of instructional materials for music information retrieval (MIR). These materials contain a mix of casual conversation, technical discussion, and Python code.</p>
<p>These pages, including the one you're reading, are authored using <ahref="http://jupyter.org/">Jupyter notebooks</a>, formerly known as <ahref="https://ipython.org/notebook.html">IPython notebooks</a>. They are statically hosted using <ahref="https://pages.github.com/">GitHub Pages</a>. The GitHub repository is found here: <ahref="https://github.com/stevetjoa/stanford-mir">stevetjoa/stanford-mir</a>.</p>
<p>These pages, including the one you're reading, are authored using <ahref="http://jupyter.org/">Jupyter notebooks</a>. They are statically hosted using <ahref="https://pages.github.com/">GitHub Pages</a>. The GitHub repository is found here: <ahref="https://github.com/stevetjoa/stanford-mir">stevetjoa/stanford-mir</a>.</p>
<p>This material is used during the annual Summer Workshop on Music Information Retrieval at CCRMA, Stanford University. <ahref="https://ccrma.stanford.edu/workshops/music-information-retrieval-2017">Click here for workshop description and registration</a>.</p>
<p>This material is used during the annual Summer Workshop on Music Information Retrieval at CCRMA, Stanford University. <ahref="https://ccrma.stanford.edu/workshops/music-information-retrieval-2017">Click here for workshop description and registration</a>.</p>
<p>This site is maintained by <ahref="https://stevetjoa.com">Steve Tjoa</a>. For questions, please email <ahref="mailto:steve@stevetjoa.com">steve@stevetjoa.com</a>. Do you have any feedback? Did you find errors or typos? Are you a teacher or researcher and would like to collaborate? Please let me know.</p>
<p>This site is maintained by <ahref="https://stevetjoa.com">Steve Tjoa</a>. For questions, please email <ahref="mailto:steve@stevetjoa.com">steve@stevetjoa.com</a>. Do you have any feedback? Did you find errors or typos? Are you a teacher or researcher and would like to collaborate? Please let me know.</p>
<h2id="About-Fundamentals-of-Music-Processing">About <em>Fundamentals of Music Processing</em><aclass="anchor-link"href="#About-Fundamentals-of-Music-Processing">¶</a></h2>
<h2id="About-Fundamentals-of-Music-Processing">About <em>Fundamentals of Music Processing</em><aclass="anchor-link"href="#About-Fundamentals-of-Music-Processing">¶</a></h2>
<h3id="Contributors-to-this-GitHub-repo">Contributors to this GitHub repo<aclass="anchor-link"href="#Contributors-to-this-GitHub-repo">¶</a></h3>
<h2id="About-the-CCRMA-Workshop-on-Music-Information-Retrieval">About the CCRMA Workshop on Music Information Retrieval<aclass="anchor-link"href="#About-the-CCRMA-Workshop-on-Music-Information-Retrieval">¶</a></h2>
<h2id="About-the-CCRMA-Workshop-on-Music-Information-Retrieval">About the CCRMA Workshop on Music Information Retrieval<aclass="anchor-link"href="#About-the-CCRMA-Workshop-on-Music-Information-Retrieval">¶</a></h2>
<li>2014: Krishna Kumar, Owen Campbell, Dan Cartoon, Rob Miller, Davide Fossati, Biagio Gallo, Joel Hunt, Shinobu Yamada, Fredom Luo, Sejin Oh, Phaedon Sinis, Xinyuan Lai, Greg Mertz, Matt Mitchell</li>
<li>2014: Krishna Kumar, Owen Campbell, Dan Cartoon, Rob Miller, Davide Fossati, Biagio Gallo, Joel Hunt, Shinobu Yamada, Fredom Luo, Sejin Oh, Phaedon Sinis, Xinyuan Lai, Greg Mertz, Matt Mitchell</li>
<li>2015: Eric Raymond, Stelios Andrew Stavroulakis, Richard Mendelsohn, Naithan Bosse, Alessio Bazzica, Karthik Yadati, Martha Larson, Stephen Hartzog, Philip Lee, Jaeyoung Choi, Matthew Gallagher, Yule Wu, Mark Renker, Rohit Ainapure, Eric Tarr, Allen Wu, Aaron Hipple</li>
<li>2015: Eric Raymond, Stelios Andrew Stavroulakis, Richard Mendelsohn, Naithan Bosse, Alessio Bazzica, Karthik Yadati, Martha Larson, Stephen Hartzog, Philip Lee, Jaeyoung Choi, Matthew Gallagher, Yule Wu, Mark Renker, Rohit Ainapure, Eric Tarr, Allen Wu, Aaron Hipple</li>
<li>2016: Arjun Kaul, Aditya Joglekar, Jennifer Smith, Trevor Welch, Ruoxi Zhang, Patricia Robinson, Xingxing Yang, David Heid, Gabriel Lamorie, Kaustuv Kanti Ganguli, Zhengyang Ma, Bernard Wang, Thomas Matthias, Alex Kintzer, Yutong Chen</li>
<li>2016: Arjun Kaul, Aditya Joglekar, Jennifer Smith, Trevor Welch, Ruoxi Zhang, Patricia Robinson, Xingxing Yang, David Heid, Gabriel Lamorie, Kaustuv Kanti Ganguli, Zhengyang Ma, Bernard Wang, Thomas Matthias, Alex Kintzer, Yutong Chen</li>
"**musicinformationretrieval.com** is a collection of instructional materials for music information retrieval (MIR). These materials contain a mix of casual conversation, technical discussion, and Python code. \n",
"**musicinformationretrieval.com** is a collection of instructional materials for music information retrieval (MIR). These materials contain a mix of casual conversation, technical discussion, and Python code. \n",
"\n",
"\n",
"These pages, including the one you're reading, are authored using [Jupyter notebooks](http://jupyter.org/), formerly known as [IPython notebooks](https://ipython.org/notebook.html). They are statically hosted using [GitHub Pages](https://pages.github.com/). The GitHub repository is found here: [stevetjoa/stanford-mir](https://github.com/stevetjoa/stanford-mir).\n",
"These pages, including the one you're reading, are authored using [Jupyter notebooks](http://jupyter.org/). They are statically hosted using [GitHub Pages](https://pages.github.com/). The GitHub repository is found here: [stevetjoa/stanford-mir](https://github.com/stevetjoa/stanford-mir).\n",
"\n",
"\n",
"This material is used during the annual Summer Workshop on Music Information Retrieval at CCRMA, Stanford University. [Click here for workshop description and registration](https://ccrma.stanford.edu/workshops/music-information-retrieval-2017).\n",
"This material is used during the annual Summer Workshop on Music Information Retrieval at CCRMA, Stanford University. [Click here for workshop description and registration](https://ccrma.stanford.edu/workshops/music-information-retrieval-2017).\n",
"\n",
"\n",
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...
@@ -38,20 +29,14 @@
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"## People who use this site"
"## People who use this site"
]
]
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"- International Audio Laboratories Erlangen, [Meinard Müller](https://www.audiolabs-erlangen.de/fau/professor/mueller) (author, [Fundamentals of Music Processing](http://www.music-processing.de), Springer, 2015)\n",
"- International Audio Laboratories Erlangen, [Meinard Müller](https://www.audiolabs-erlangen.de/fau/professor/mueller) (author, [Fundamentals of Music Processing](http://www.music-processing.de), Springer, 2015)\n",
"- San Jose State University, CS185C - Topics on Music Information Retrieval, Vidya Rangasayee\n",
"- San Jose State University, CS185C - Topics on Music Information Retrieval, Vidya Rangasayee\n",
"The book [*Fundamentals of Music Processing*](https://www.audiolabs-erlangen.de/fau/professor/mueller/bookFMP) (FMP) is a textbook by [Meinard Müller](https://www.audiolabs-erlangen.de/fau/professor/mueller), a well-known and prolific researcher in MIR, and published by Springer in 2015.\n",
"The book [*Fundamentals of Music Processing*](https://www.audiolabs-erlangen.de/fau/professor/mueller/bookFMP) (FMP) is a textbook by [Meinard Müller](https://www.audiolabs-erlangen.de/fau/professor/mueller), a well-known and prolific researcher in MIR, and published by Springer in 2015.\n",
...
@@ -99,20 +75,30 @@
...
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"### Contributors to this GitHub repo"
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"## About the CCRMA Workshop on Music Information Retrieval"
"- Leigh Smith\n",
"- Owen Campbell\n",
"- Mark Goldstein"
]
]
},
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"## About the CCRMA Workshop on Music Information Retrieval"
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"The MIR workshop teaches the underlying ideas, approaches, technologies, and practical design of intelligent audio systems using MIR algorithms. It lasts five full days, Monday through Friday. It was founded by [Jay LeBoeuf](https://www.linkedin.com/in/jayleboeuf) (Real Industry, CCRMA consulting professor) in 2008.\n",
"The MIR workshop teaches the underlying ideas, approaches, technologies, and practical design of intelligent audio systems using MIR algorithms. It lasts five full days, Monday through Friday. It was founded by [Jay LeBoeuf](https://www.linkedin.com/in/jayleboeuf) (Real Industry, CCRMA consulting professor) in 2008.\n",
"\n",
"\n",
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@@ -125,30 +111,21 @@
...
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"### Instructors"
"### Instructors"
]
]
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"Links redirect to that year's wiki page."
"Links redirect to that year's wiki page."
]
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"- [2008](https://ccrma.stanford.edu/wiki/MIR_workshop_2008): Jay LeBoeuf\n",
"- [2008](https://ccrma.stanford.edu/wiki/MIR_workshop_2008): Jay LeBoeuf\n",
"- [2009](https://ccrma.stanford.edu/wiki/MIR_workshop_2009): Jay LeBoeuf, Kyogu Lee\n",
"- [2009](https://ccrma.stanford.edu/wiki/MIR_workshop_2009): Jay LeBoeuf, Kyogu Lee\n",
...
@@ -159,50 +136,39 @@
...
@@ -159,50 +136,39 @@
"- [2014](https://ccrma.stanford.edu/wiki/MIR_workshop_2014): Jay LeBoeuf, Leigh Smith, Steve Tjoa\n",
"- [2014](https://ccrma.stanford.edu/wiki/MIR_workshop_2014): Jay LeBoeuf, Leigh Smith, Steve Tjoa\n",
"- 2015: Jay LeBoeuf, Leigh Smith, Steve Tjoa\n",
"- 2015: Jay LeBoeuf, Leigh Smith, Steve Tjoa\n",
"- [2016](https://docs.google.com/document/d/1YpuvCxKHUsqbbqEA_0XB_5-jH3e47v0azO1sn_iVV1k/edit?usp=sharing): Steve Tjoa, Jeff Scott\n",
"- [2016](https://docs.google.com/document/d/1YpuvCxKHUsqbbqEA_0XB_5-jH3e47v0azO1sn_iVV1k/edit?usp=sharing): Steve Tjoa, Jeff Scott\n",
"- 2017: Steve Tjoa, Jeff Scott ([Register today!](https://ccrma.stanford.edu/workshops/music-information-retrieval-2017))"
"- 2017: Steve Tjoa, Jeff Scott (Sold out. Sorry.)"
]
]
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"### Guest Lecturers"
"### Guest Lecturers"
]
]
},
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"- 2011: Rebecca Fiebrink, Doug Eck, George Tzanetakis\n",
"- 2011: Rebecca Fiebrink, Doug Eck, George Tzanetakis\n",
"- 2012: Oscar Celma, Michael Mandel\n",
"- 2012: Oscar Celma, Michael Mandel\n",
"- 2013: Ching-Wei Chen, Nick Bryan, Gautham Mysore\n",
"- 2013: Ching-Wei Chen, Nick Bryan, Gautham Mysore\n",
"- 2014: Stephen Pope, Andreas Ehmann\n",
"- 2014: Stephen Pope, Andreas Ehmann\n",
"- 2015: Zafar Rafii, Constantinos Dimitriou, Jeff Scott, Aneesh Kartakavi\n",
"- 2015: Zafar Rafii, Constantinos Dimitriou, Jeff Scott, Aneesh Kartakavi\n",
"- 2016: Doug Eck, Blair Kaneshiro"
"- 2016: Doug Eck, Blair Kaneshiro\n",
"- 2017: Jonathan Bailey, Stephen Pope"
]
]
},
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"### Alumni"
"### Alumni"
]
]
},
},
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"- 2008:\n",
"- 2008:\n",
"- 2009 [[full list](https://ccrma.stanford.edu/wiki/MIR_workshop_2009/Participants)]: Luke Dahl, Mike Gao, Craig Hanson, Jorge Herrera, Denis Lebel, Sang Won Lee, Gautham Mysore, Jeremy Sawruk, Hwan Shim, Diana Siwiak, Steve Tjoa, Elie Noune, James Hughes, Stefan Tomic, Lisa Lim, Fred Barrett\n",
"- 2009 [[full list](https://ccrma.stanford.edu/wiki/MIR_workshop_2009/Participants)]: Luke Dahl, Mike Gao, Craig Hanson, Jorge Herrera, Denis Lebel, Sang Won Lee, Gautham Mysore, Jeremy Sawruk, Hwan Shim, Diana Siwiak, Steve Tjoa, Elie Noune, James Hughes, Stefan Tomic, Lisa Lim, Fred Barrett\n",
...
@@ -212,15 +178,37 @@
...
@@ -212,15 +178,37 @@
"- 2013: Freddie Sanchez, Linda Barnett, Xuchen Yang, Vivek Kumar, Felipe Loáiciga Espeleta, Haoqing (Panda) Geng\n",
"- 2013: Freddie Sanchez, Linda Barnett, Xuchen Yang, Vivek Kumar, Felipe Loáiciga Espeleta, Haoqing (Panda) Geng\n",
"- 2014: Krishna Kumar, Owen Campbell, Dan Cartoon, Rob Miller, Davide Fossati, Biagio Gallo, Joel Hunt, Shinobu Yamada, Fredom Luo, Sejin Oh, Phaedon Sinis, Xinyuan Lai, Greg Mertz, Matt Mitchell\n",
"- 2014: Krishna Kumar, Owen Campbell, Dan Cartoon, Rob Miller, Davide Fossati, Biagio Gallo, Joel Hunt, Shinobu Yamada, Fredom Luo, Sejin Oh, Phaedon Sinis, Xinyuan Lai, Greg Mertz, Matt Mitchell\n",
"- 2015: Eric Raymond, Stelios Andrew Stavroulakis, Richard Mendelsohn, Naithan Bosse, Alessio Bazzica, Karthik Yadati, Martha Larson, Stephen Hartzog, Philip Lee, Jaeyoung Choi, Matthew Gallagher, Yule Wu, Mark Renker, Rohit Ainapure, Eric Tarr, Allen Wu, Aaron Hipple\n",
"- 2015: Eric Raymond, Stelios Andrew Stavroulakis, Richard Mendelsohn, Naithan Bosse, Alessio Bazzica, Karthik Yadati, Martha Larson, Stephen Hartzog, Philip Lee, Jaeyoung Choi, Matthew Gallagher, Yule Wu, Mark Renker, Rohit Ainapure, Eric Tarr, Allen Wu, Aaron Hipple\n",
"- 2016: Arjun Kaul, Aditya Joglekar, Jennifer Smith, Trevor Welch, Ruoxi Zhang, Patricia Robinson, Xingxing Yang, David Heid, Gabriel Lamorie, Kaustuv Kanti Ganguli, Zhengyang Ma, Bernard Wang, Thomas Matthias, Alex Kintzer, Yutong Chen\n"
"- 2016: Arjun Kaul, Aditya Joglekar, Jennifer Smith, Trevor Welch, Ruoxi Zhang, Patricia Robinson, Xingxing Yang, David Heid, Gabriel Lamorie, Kaustuv Kanti Ganguli, Zhengyang Ma, Bernard Wang, Thomas Matthias, Alex Kintzer, Yutong Chen\n",
<h1id="Notes-on-Music-Information-Retrieval">Notes on Music Information Retrieval<aclass="anchor-link"href="#Notes-on-Music-Information-Retrieval">¶</a></h1>
<h1id="Notes-on-Music-Information-Retrieval">Notes on Music Information Retrieval<aclass="anchor-link"href="#Notes-on-Music-Information-Retrieval">¶</a></h1>
<p><ahref="https://ccrma.stanford.edu/workshops/music-information-retrieval-2017"><strong>Register for the 2017 Summer Workshop on MIR at CCRMA, Stanford!</strong></a></p>
<p><ahref="https://ccrma.stanford.edu/workshops/music-information-retrieval-2017">The 2017 Summer Workshop on MIR at CCRMA, Stanford</a>, is all sold out. Sorry.</p>
<h2id="Signal-Analysis-and-Feature-Extraction">Signal Analysis and Feature Extraction<aclass="anchor-link"href="#Signal-Analysis-and-Feature-Extraction">¶</a></h2>
<h2id="Signal-Analysis-and-Feature-Extraction">Signal Analysis and Feature Extraction<aclass="anchor-link"href="#Signal-Analysis-and-Feature-Extraction">¶</a></h2>
<h2id="Rhythm,-Tempo,-and-Beat-Tracking">Rhythm, Tempo, and Beat Tracking<aclass="anchor-link"href="#Rhythm,-Tempo,-and-Beat-Tracking">¶</a></h2>
<h2id="Rhythm,-Tempo,-and-Beat-Tracking">Rhythm, Tempo, and Beat Tracking<aclass="anchor-link"href="#Rhythm,-Tempo,-and-Beat-Tracking">¶</a></h2>