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    <title>topic Re: Using tracks' audio analysis in Spotify for Developers</title>
    <link>https://community.spotify.com/t5/Spotify-for-Developers/Using-tracks-audio-analysis/m-p/6304782#M14917</link>
    <description>&lt;P&gt;Hi overflow74,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Based on Spotify’s terms of use, using their data for clustering, which is a form of machine learning, would violate their restrictions against using their content for AI or machine learning purposes. Even if you're not training a model in the traditional sense, clustering still involves processing data in a way that falls under these restrictions.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;You might want to consider using alternative datasets that are open and do not have these limitations.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Cheers,&lt;/P&gt;</description>
    <pubDate>Sat, 31 Aug 2024 07:01:38 GMT</pubDate>
    <dc:creator>Ximzend</dc:creator>
    <dc:date>2024-08-31T07:01:38Z</dc:date>
    <item>
      <title>Using tracks' audio analysis</title>
      <link>https://community.spotify.com/t5/Spotify-for-Developers/Using-tracks-audio-analysis/m-p/6304105#M14914</link>
      <description>&lt;P&gt;&lt;STRONG&gt;Plan&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Free/Premium&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Country&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;Egypt&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;Operating System&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;(Linux,Windows 11)&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;&lt;STRONG&gt;My Question or Issue&lt;/STRONG&gt;&lt;/P&gt;&lt;P&gt;basically i'm trying to build an ai music recomendation pipeline (personal usage) so i need to use these data not for specifically trainiong a model but rather for other purposes like clustering and so on.&lt;BR /&gt;so the data will not be used for specifically training an ml model, does this violate the terms of usage mentioned in :&lt;BR /&gt;&lt;STRONG&gt;General restrictions.&lt;/STRONG&gt;&lt;/P&gt;&lt;OL class=""&gt;&lt;LI&gt;&lt;STRONG&gt;Misuse of the Spotify Platform.&lt;/STRONG&gt;&lt;SPAN&gt;&amp;nbsp;&lt;/SPAN&gt;Do not misuse the Spotify Platform, including by&lt;OL class=""&gt;&lt;LI&gt;using the Spotify Platform or any Spotify Content to train a machine learning or AI model or otherwise ingesting Spotify Content into a machine learning or AI model&lt;/LI&gt;&lt;/OL&gt;&lt;/LI&gt;&lt;/OL&gt;&lt;P&gt;Thanks&lt;/P&gt;</description>
      <pubDate>Sat, 31 Aug 2024 00:47:49 GMT</pubDate>
      <guid>https://community.spotify.com/t5/Spotify-for-Developers/Using-tracks-audio-analysis/m-p/6304105#M14914</guid>
      <dc:creator>overflow74</dc:creator>
      <dc:date>2024-08-31T00:47:49Z</dc:date>
    </item>
    <item>
      <title>Re: Using tracks' audio analysis</title>
      <link>https://community.spotify.com/t5/Spotify-for-Developers/Using-tracks-audio-analysis/m-p/6304782#M14917</link>
      <description>&lt;P&gt;Hi overflow74,&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Based on Spotify’s terms of use, using their data for clustering, which is a form of machine learning, would violate their restrictions against using their content for AI or machine learning purposes. Even if you're not training a model in the traditional sense, clustering still involves processing data in a way that falls under these restrictions.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;You might want to consider using alternative datasets that are open and do not have these limitations.&lt;/P&gt;&lt;P&gt;&amp;nbsp;&lt;/P&gt;&lt;P&gt;Cheers,&lt;/P&gt;</description>
      <pubDate>Sat, 31 Aug 2024 07:01:38 GMT</pubDate>
      <guid>https://community.spotify.com/t5/Spotify-for-Developers/Using-tracks-audio-analysis/m-p/6304782#M14917</guid>
      <dc:creator>Ximzend</dc:creator>
      <dc:date>2024-08-31T07:01:38Z</dc:date>
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