7. 1. For example, Spotify has trained a separate ML model to predict user satisfaction with Discover Weekly (with the training set sourced by user surveys). One of the features of Spotify is the ability to create and manage playlists of your favorite songs. On each side of that proposition, Spotify employs several independent ML models and algorithms to generate item representations and user representations. 4. Michael Padden, a father-of-three in Moonee Ponds in Victoria, is another one of them. To do this, click on the three lines in the top left corner of the Spotify window and select "Preferences". The profile includes the users music taste and listening habits. Another possibility is that the recommended songs are based on the users listening habits. 5. You can use Spotify's Web API endpoints to fetch these data: The Get a User's Top Artists and Tracks endpoint will give you artists and tracks based on user's listening history. 2. Why do I keep getting suggested songs on Spotify? From the music industry perspective, it is possible to use that knowledge to optimize the artist's profile within that recommender system. On the other hand, Discover Weekly algorithms would employ a mix of affinity and similarity data to find tracks similar to the user's preferences, which they haven't heard yet. {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/f\/f2\/Reset-Spotify-Step-1.jpg\/v4-460px-Reset-Spotify-Step-1.jpg","bigUrl":"\/images\/thumb\/f\/f2\/Reset-Spotify-Step-1.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-1.jpg","smallWidth":460,"smallHeight":345,"bigWidth":728,"bigHeight":546,"licensing":"
License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot) License: Fair Use<\/a> (screenshot)
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/8\/80\/Reset-Spotify-Step-2.jpg\/v4-460px-Reset-Spotify-Step-2.jpg","bigUrl":"\/images\/thumb\/8\/80\/Reset-Spotify-Step-2.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-2.jpg","smallWidth":460,"smallHeight":345,"bigWidth":728,"bigHeight":546,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/c\/c4\/Reset-Spotify-Step-3.jpg\/v4-460px-Reset-Spotify-Step-3.jpg","bigUrl":"\/images\/thumb\/c\/c4\/Reset-Spotify-Step-3.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-3.jpg","smallWidth":460,"smallHeight":345,"bigWidth":728,"bigHeight":546,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/f\/fa\/Reset-Spotify-Step-4.jpg\/v4-460px-Reset-Spotify-Step-4.jpg","bigUrl":"\/images\/thumb\/f\/fa\/Reset-Spotify-Step-4.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-4.jpg","smallWidth":460,"smallHeight":347,"bigWidth":728,"bigHeight":549,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/0\/06\/Reset-Spotify-Step-5.jpg\/v4-460px-Reset-Spotify-Step-5.jpg","bigUrl":"\/images\/thumb\/0\/06\/Reset-Spotify-Step-5.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-5.jpg","smallWidth":460,"smallHeight":343,"bigWidth":728,"bigHeight":543,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/7\/7e\/Reset-Spotify-Step-6.jpg\/v4-460px-Reset-Spotify-Step-6.jpg","bigUrl":"\/images\/thumb\/7\/7e\/Reset-Spotify-Step-6.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-6.jpg","smallWidth":460,"smallHeight":345,"bigWidth":728,"bigHeight":546,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/5\/53\/Reset-Spotify-Step-7.jpg\/v4-460px-Reset-Spotify-Step-7.jpg","bigUrl":"\/images\/thumb\/5\/53\/Reset-Spotify-Step-7.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-7.jpg","smallWidth":460,"smallHeight":344,"bigWidth":728,"bigHeight":545,"licensing":"
\n<\/p><\/div>"}, {"smallUrl":"https:\/\/www.wikihow.com\/images\/thumb\/8\/80\/Reset-Spotify-Step-8.jpg\/v4-460px-Reset-Spotify-Step-8.jpg","bigUrl":"\/images\/thumb\/8\/80\/Reset-Spotify-Step-8.jpg\/aid11459158-v4-728px-Reset-Spotify-Step-8.jpg","smallWidth":460,"smallHeight":348,"bigWidth":728,"bigHeight":551,"licensing":"