{"action":"created","issue":{"url":"https://api.github.com/repos/jakeret/tf_unet/issues/40","repository_url":"https://api.github.com/repos/jakeret/tf_unet","labels_url":"https://api.github.com/repos/jakeret/tf_unet/issues/40/labels{/name}","comments_url":"https://api.github.com/repos/jakeret/tf_unet/issues/40/comments","events_url":"https://api.github.com/repos/jakeret/tf_unet/issues/40/events","html_url":"https://github.com/jakeret/tf_unet/issues/40","id":225052991,"node_id":"MDU6SXNzdWUyMjUwNTI5OTE=","number":40,"title":"regularization on biases","user":{"login":"BLOODP","id":12481697,"node_id":"MDQ6VXNlcjEyNDgxNjk3","avatar_url":"https://avatars0.githubusercontent.com/u/12481697?v=4","gravatar_id":"","url":"https://api.github.com/users/BLOODP","html_url":"https://github.com/BLOODP","followers_url":"https://api.github.com/users/BLOODP/followers","following_url":"https://api.github.com/users/BLOODP/following{/other_user}","gists_url":"https://api.github.com/users/BLOODP/gists{/gist_id}","starred_url":"https://api.github.com/users/BLOODP/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/BLOODP/subscriptions","organizations_url":"https://api.github.com/users/BLOODP/orgs","repos_url":"https://api.github.com/users/BLOODP/repos","events_url":"https://api.github.com/users/BLOODP/events{/privacy}","received_events_url":"https://api.github.com/users/BLOODP/received_events","type":"User","site_admin":false},"labels":[{"id":423667884,"node_id":"MDU6TGFiZWw0MjM2Njc4ODQ=","url":"https://api.github.com/repos/jakeret/tf_unet/labels/help%20wanted","name":"help wanted","color":"128A0C","default":true}],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":2,"created_at":"2017-04-28T11:23:47Z","updated_at":"2018-09-08T12:05:05Z","closed_at":null,"author_association":"NONE","body":"`if regularizer is not None:`\r\n`         regularizers = sum([tf.nn.l2_loss(variable) for variable in self.variables])`\r\n`         loss += (regularizer * regularizers)`\r\nit seems like that you have regularization on biases, as the self.variables included the biases\r\n` variables = []\r\n    for w1,w2 in weights:\r\n        variables.append(w1)\r\n        variables.append(w2)\r\n        \r\n    for b1,b2 in biases:\r\n        variables.append(b1)\r\n        variables.append(b2)`"},"comment":{"url":"https://api.github.com/repos/jakeret/tf_unet/issues/comments/419637184","html_url":"https://github.com/jakeret/tf_unet/issues/40#issuecomment-419637184","issue_url":"https://api.github.com/repos/jakeret/tf_unet/issues/40","id":419637184,"node_id":"MDEyOklzc3VlQ29tbWVudDQxOTYzNzE4NA==","user":{"login":"jakeret","id":11830719,"node_id":"MDQ6VXNlcjExODMwNzE5","avatar_url":"https://avatars0.githubusercontent.com/u/11830719?v=4","gravatar_id":"","url":"https://api.github.com/users/jakeret","html_url":"https://github.com/jakeret","followers_url":"https://api.github.com/users/jakeret/followers","following_url":"https://api.github.com/users/jakeret/following{/other_user}","gists_url":"https://api.github.com/users/jakeret/gists{/gist_id}","starred_url":"https://api.github.com/users/jakeret/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/jakeret/subscriptions","organizations_url":"https://api.github.com/users/jakeret/orgs","repos_url":"https://api.github.com/users/jakeret/repos","events_url":"https://api.github.com/users/jakeret/events{/privacy}","received_events_url":"https://api.github.com/users/jakeret/received_events","type":"User","site_admin":false},"created_at":"2018-09-08T12:05:05Z","updated_at":"2018-09-08T12:05:05Z","author_association":"OWNER","body":"Sorry for the very late reply.\r\nThe power of the regularizer is a hyperparameter like the batch size we can cover their relation in the param search instead of having a it implicitly in the code, don't we?"}}
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