{"action":"created","issue":{"url":"https://api.github.com/repos/cognoma/machine-learning/issues/27","repository_url":"https://api.github.com/repos/cognoma/machine-learning","labels_url":"https://api.github.com/repos/cognoma/machine-learning/issues/27/labels{/name}","comments_url":"https://api.github.com/repos/cognoma/machine-learning/issues/27/comments","events_url":"https://api.github.com/repos/cognoma/machine-learning/issues/27/events","html_url":"https://github.com/cognoma/machine-learning/issues/27","id":169809444,"number":27,"title":"Claim an sklearn algorithm to implement and troubleshoot","user":{"login":"dhimmel","id":1117703,"avatar_url":"https://avatars.githubusercontent.com/u/1117703?v=3","gravatar_id":"","url":"https://api.github.com/users/dhimmel","html_url":"https://github.com/dhimmel","followers_url":"https://api.github.com/users/dhimmel/followers","following_url":"https://api.github.com/users/dhimmel/following{/other_user}","gists_url":"https://api.github.com/users/dhimmel/gists{/gist_id}","starred_url":"https://api.github.com/users/dhimmel/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/dhimmel/subscriptions","organizations_url":"https://api.github.com/users/dhimmel/orgs","repos_url":"https://api.github.com/users/dhimmel/repos","events_url":"https://api.github.com/users/dhimmel/events{/privacy}","received_events_url":"https://api.github.com/users/dhimmel/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":15,"created_at":"2016-08-07T18:34:59Z","updated_at":"2016-08-09T23:05:57Z","closed_at":null,"body":"In the August 26 meetup, we discussed having each team member in the machine learning group claim an algorithm. We've made lot's of progress on the example notebook (`1.TCGA-MLexample.ipynb`) since then (see #18 & #25). Currently, [`1.TCGA-MLexample.ipynb`](https://github.com/cognoma/machine-learning/blob/5eadf0309a409b08fc17d81b36b9c4bcd7acb916/1.TCGA-MLexample.ipynb) uses elastic net logistic regression implemented in `SGDClassifier`.\r\n\r\nThe goal of this repository is for people to:\r\n\r\n1. Claim an algorithm. See the list of classifiers at https://github.com/cognoma/machine-learning/issues/5#issuecomment-235069679. The main requirement is that the algorithm uses the sklearn API so we can use it in the pipeline. Make a comment here once you've chosen an algorithm.\r\n2. Create a modified version of `1.TCGA-MLexample.ipynb` in an `algorithms` directory. So if I took the SVM classifier, I would copy `1.TCGA-MLexample.ipynb` to `algorithms/SVC-dhimmel.ipynb`. Then I would make my edits to `algorithms/SVC-dhimmel.ipynb` to switch to an [SVC](http://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html#sklearn.svm.SVC) classifier.\r\n3. Your goal should be to pick a good set of parameters for grid search. It would also be great if you could document what seems to work well about the algorithm (or if it doesn't seem to work well).\r\n\r\nBest of luck! If you can work on this before the [August 9 meetup](https://www.meetup.com/DataPhilly/events/233070705/) then great! Otherwise make sure to bring a laptop with the `cognoma-machine-learning` environment installed."},"comment":{"url":"https://api.github.com/repos/cognoma/machine-learning/issues/comments/238719372","html_url":"https://github.com/cognoma/machine-learning/issues/27#issuecomment-238719372","issue_url":"https://api.github.com/repos/cognoma/machine-learning/issues/27","id":238719372,"user":{"login":"NabeelSarwar","id":7582471,"avatar_url":"https://avatars.githubusercontent.com/u/7582471?v=3","gravatar_id":"","url":"https://api.github.com/users/NabeelSarwar","html_url":"https://github.com/NabeelSarwar","followers_url":"https://api.github.com/users/NabeelSarwar/followers","following_url":"https://api.github.com/users/NabeelSarwar/following{/other_user}","gists_url":"https://api.github.com/users/NabeelSarwar/gists{/gist_id}","starred_url":"https://api.github.com/users/NabeelSarwar/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/NabeelSarwar/subscriptions","organizations_url":"https://api.github.com/users/NabeelSarwar/orgs","repos_url":"https://api.github.com/users/NabeelSarwar/repos","events_url":"https://api.github.com/users/NabeelSarwar/events{/privacy}","received_events_url":"https://api.github.com/users/NabeelSarwar/received_events","type":"User","site_admin":false},"created_at":"2016-08-09T23:05:57Z","updated_at":"2016-08-09T23:05:57Z","body":"Hi all, I will claim AdaBoost."}}
{"actor":{"display_login":"NabeelSarwar"}}