{"action":"created","issue":{"url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/21","labels_url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/21/labels{/name}","comments_url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/21/comments","events_url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/21/events","html_url":"https://github.com/nupic-community/nupic.audio/pull/21","id":113166590,"number":21,"title":"SDR Encoding of audio signals","user":{"login":"rcrowder","id":470969,"avatar_url":"https://avatars.githubusercontent.com/u/470969?v=3","gravatar_id":"","url":"https://api.github.com/users/rcrowder","html_url":"https://github.com/rcrowder","followers_url":"https://api.github.com/users/rcrowder/followers","following_url":"https://api.github.com/users/rcrowder/following{/other_user}","gists_url":"https://api.github.com/users/rcrowder/gists{/gist_id}","starred_url":"https://api.github.com/users/rcrowder/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/rcrowder/subscriptions","organizations_url":"https://api.github.com/users/rcrowder/orgs","repos_url":"https://api.github.com/users/rcrowder/repos","events_url":"https://api.github.com/users/rcrowder/events{/privacy}","received_events_url":"https://api.github.com/users/rcrowder/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":6,"created_at":"2015-10-24T15:14:43Z","updated_at":"2015-10-25T14:41:08Z","closed_at":null,"pull_request":{"url":"https://api.github.com/repos/nupic-community/nupic.audio/pulls/21","html_url":"https://github.com/nupic-community/nupic.audio/pull/21","diff_url":"https://github.com/nupic-community/nupic.audio/pull/21.diff","patch_url":"https://github.com/nupic-community/nupic.audio/pull/21.patch"},"body":"Fixes #20 \r\nInitial work on Readme to outline a plan of attack. And for others to jump in and help out."},"comment":{"url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/comments/150929411","html_url":"https://github.com/nupic-community/nupic.audio/pull/21#issuecomment-150929411","issue_url":"https://api.github.com/repos/nupic-community/nupic.audio/issues/21","id":150929411,"user":{"login":"passiweinberger","id":9993908,"avatar_url":"https://avatars.githubusercontent.com/u/9993908?v=3","gravatar_id":"","url":"https://api.github.com/users/passiweinberger","html_url":"https://github.com/passiweinberger","followers_url":"https://api.github.com/users/passiweinberger/followers","following_url":"https://api.github.com/users/passiweinberger/following{/other_user}","gists_url":"https://api.github.com/users/passiweinberger/gists{/gist_id}","starred_url":"https://api.github.com/users/passiweinberger/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/passiweinberger/subscriptions","organizations_url":"https://api.github.com/users/passiweinberger/orgs","repos_url":"https://api.github.com/users/passiweinberger/repos","events_url":"https://api.github.com/users/passiweinberger/events{/privacy}","received_events_url":"https://api.github.com/users/passiweinberger/received_events","type":"User","site_admin":false},"created_at":"2015-10-25T14:41:08Z","updated_at":"2015-10-25T14:41:08Z","body":"Ok, thanks :) \nI didn't notice this discussion :o \nReally interesting problem...\nIn deep learning problems like this are usually solved by what is called data-augmentation, where you successively add different levels of noise and shifts to your data to a) get more training data and b) be more resilient to overfitting.\nI guess we could use a similar approach for this problem.\n\non data-augmentation:\n\nhttps://www.techopedia.com/definition/28033/data-augmentation\n\nhttps://wwwf.imperial.ac.uk/~dvandyk/Research/01-jcgs-art.pdf\n\nhttp://jmlr.org/proceedings/papers/v38/gan15.pdf\n\nOr just Google ;D\n\n\n\n\n____________________________\n\nBE THE CHANGE YOU WANT TO SEE IN THE WORLD ...\n\n\n> On 25 Oct 2015, at 16:22, Richard Crowder <notifications@github.com> wrote:\n> \n> @passiweinberger Thank you Pascal. These answers and questions are great. For reference here's the link to the NuPIC mailing list discussion; http://lists.numenta.org/pipermail/nupic_lists.numenta.org/2015-October/012047.html\n> \n> —\n> Reply to this email directly or view it on GitHub.\n> \n"}}