{"id":38,"date":"2023-02-11T17:26:41","date_gmt":"2023-02-11T17:26:41","guid":{"rendered":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/?p=38"},"modified":"2023-02-11T17:37:33","modified_gmt":"2023-02-11T17:37:33","slug":"rachanas-weekly-status-report-2-11","status":"publish","type":"post","link":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/2023\/02\/11\/rachanas-weekly-status-report-2-11\/","title":{"rendered":"Rachana&#8217;s Status Report (2\/11)"},"content":{"rendered":"<h2><span style=\"font-weight: 400\">Personal Accomplishments<\/span><\/h2>\n<p><span style=\"font-weight: 400\">Worked on the proposal slides at the start of the week. I worked on the Genre classification part of the project. This was mainly looking into the K nearest neighbors algorithm.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400\">The algorithm currently gives me a 70-73% accuracy rate on the test dataset which may or may not be sufficient. I looked into the CNN algorithm, and it gives a much better accuracy rate of around 92%. I will look into this over the course of next week.\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400\"><a href=\"https:\/\/colab.research.google.com\/drive\/1hctVbgbCxK8SNuVWfW2e4kA7DtC2hZNC\"><span style=\"font-weight: 400\">https:\/\/colab.research.google.com\/drive\/1hctVbgbCxK8SNuVWfW2e4kA7DtC2hZNC<\/span><\/a><span style=\"font-weight: 400\"> (This is the file where you can see it run on GTZAN dataset)\u00a0<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400\">On Track?<\/span><\/h2>\n<p><span style=\"font-weight: 400\">I was sick for most of the week, so was not able to work on classes as much. According to our Gantt Chart, I think I am still on schedule because we are not necessarily training using Spotify features. This might be a step for the future if we see the audio processing metrics are not enough to generate a holistic picture of the music, and we might need spotify to extract musical traits that we are not able to.\u00a0<\/span><\/p>\n<h2><span style=\"font-weight: 400\">Goals for Next Week<\/span><\/h2>\n<p><span style=\"font-weight: 400\">The deliverables I will hope to complete by next week are to look into the Signal processing aspect a little more, and run a similar version of CNN too, and see whether the accuracy is truly better as claimed. The Signal processing would include settling on a few characteristics that I can feasibly extract, and see how the python library interfaces with the music files a little more. In the colab file, I used librosa to just stream a snippet of the audio, but here we want to be able to stream it as real time as possible.\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Personal Accomplishments Worked on the proposal slides at the start of the week. I worked on the Genre classification part of the project. This was mainly looking into the K nearest neighbors algorithm.\u00a0 The algorithm currently gives me a 70-73% accuracy rate on the test dataset which may or may not be sufficient. I looked [&hellip;]<\/p>\n","protected":false},"author":653,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,3],"tags":[],"_links":{"self":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/posts\/38"}],"collection":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/users\/653"}],"replies":[{"embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/comments?post=38"}],"version-history":[{"count":2,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/posts\/38\/revisions"}],"predecessor-version":[{"id":64,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/posts\/38\/revisions\/64"}],"wp:attachment":[{"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/media?parent=38"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/categories?post=38"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/course.ece.cmu.edu\/~ece500\/projects\/s23-teamd4\/wp-json\/wp\/v2\/tags?post=38"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}