{"action":"created","issue":{"url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/16","labels_url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/16/labels{/name}","comments_url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/16/comments","events_url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/16/events","html_url":"https://github.com/NobleKennamer/astro_porject/issues/16","id":120673845,"number":16,"title":"Report is up","user":{"login":"NobleKennamer","id":6298530,"avatar_url":"https://avatars.githubusercontent.com/u/6298530?v=3","gravatar_id":"","url":"https://api.github.com/users/NobleKennamer","html_url":"https://github.com/NobleKennamer","followers_url":"https://api.github.com/users/NobleKennamer/followers","following_url":"https://api.github.com/users/NobleKennamer/following{/other_user}","gists_url":"https://api.github.com/users/NobleKennamer/gists{/gist_id}","starred_url":"https://api.github.com/users/NobleKennamer/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/NobleKennamer/subscriptions","organizations_url":"https://api.github.com/users/NobleKennamer/orgs","repos_url":"https://api.github.com/users/NobleKennamer/repos","events_url":"https://api.github.com/users/NobleKennamer/events{/privacy}","received_events_url":"https://api.github.com/users/NobleKennamer/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"milestone":null,"comments":5,"created_at":"2015-12-06T23:53:59Z","updated_at":"2015-12-08T04:21:36Z","closed_at":null,"body":"@abhisaarsharma @arielkruger1989 @dcockerham \r\n\r\nHey everyone the report is up. I wrote the intro, results and analysis, and conclusion.\r\n\r\nAt the end of the report there are 3 sections:\r\n1) What we did\r\n2) What we used (libaries, papers, etc...)\r\n3) our personal experience about the project\r\n\r\nIf everyone could fill those sections directly underneath their name that would be great. If we could get that part done by tomorrow that would be best so that we can finalize the rest of the report after that.\r\n\r\nAlso I've never worked with word docs on git before so just to be safe it might worthwhile to make a copy of the document and put your changes in red. I can then go and paste them in.\r\n\r\nJust make an issue whenever you change something and I'll go change it.\r\n\r\nWrite now the report is almost 20 pages so we are meeting the minimum page count of 7 pretty easily."},"comment":{"url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/comments/162757141","html_url":"https://github.com/NobleKennamer/astro_porject/issues/16#issuecomment-162757141","issue_url":"https://api.github.com/repos/NobleKennamer/astro_porject/issues/16","id":162757141,"user":{"login":"arielkruger1989","id":6836456,"avatar_url":"https://avatars.githubusercontent.com/u/6836456?v=3","gravatar_id":"","url":"https://api.github.com/users/arielkruger1989","html_url":"https://github.com/arielkruger1989","followers_url":"https://api.github.com/users/arielkruger1989/followers","following_url":"https://api.github.com/users/arielkruger1989/following{/other_user}","gists_url":"https://api.github.com/users/arielkruger1989/gists{/gist_id}","starred_url":"https://api.github.com/users/arielkruger1989/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/arielkruger1989/subscriptions","organizations_url":"https://api.github.com/users/arielkruger1989/orgs","repos_url":"https://api.github.com/users/arielkruger1989/repos","events_url":"https://api.github.com/users/arielkruger1989/events{/privacy}","received_events_url":"https://api.github.com/users/arielkruger1989/received_events","type":"User","site_admin":false},"created_at":"2015-12-08T04:21:36Z","updated_at":"2015-12-08T04:21:36Z","body":"here is my part in\r\nWho did what:\r\nI implemented Decision Tree for classification. I used entropy to calculate the information gain of the features and consequently decide what was the best feature to use to build the tree. As the features of our data are real values I used the library panda in order to have the data discretized and to control the maximum depth of the tree.\r\nI also tested different parameters in order to optimize and have the best models for Random Forests and Boosted Decision Trees.\r\n\r\nExperience:\r\nI appreciated working with different models and seeing the comparison between the results generated by each one of models. Also implementing a model is always fun and give many insights on how things work internally.\r\nUsing sci-kit learn library was awesome. Very easy to use, having a standard interface for all different models which makes easy to apply them to our dataset. Very useful when deciding what model will work the best for a specific dataset.  \r\n\r\nI don't have anything to add in the what did we use section.\r\n\r\n"}}