Commit Graph

160 Commits (7b0c0037f715f4cd9b338a378cdfa0730e709b85)

Author SHA1 Message Date
junos 7b0c0037f7 Add an old script to test JCQ reversal. 2023-07-03 14:23:55 +02:00
junos db06584ddd Improve removal of "medium" class. 2023-05-31 22:46:49 +02:00
junos 112d968715 Add baseline features. 2023-05-31 22:25:39 +02:00
junos 9cc6bf7c21 Add PCA for composite target. 2023-05-31 21:12:21 +02:00
junos 78807b941c Add analysis for composite score of stress. 2023-05-31 21:00:55 +02:00
junos aca84b214d Small corrections. 2023-05-19 03:19:42 +02:00
junos aa13123136 Handle clustering classification the same as other classification models again. 2023-05-19 03:04:09 +02:00
junos c51e0da0f7 Handle clustering classification the same as other classification models. 2023-05-19 02:52:56 +02:00
junos 70232949c3 Better handling of "medium" category. 2023-05-19 01:10:30 +02:00
junos 8a9595c615 Better handling of input filename again. 2023-05-18 22:53:58 +02:00
junos 045b9fa0dc Better handling of input filename. 2023-05-18 19:03:53 +02:00
junos bb4445f1a8 Add bins to output filename. 2023-05-18 18:58:19 +02:00
junos fa45b30955 Set output path programmatically. 2023-05-18 18:40:54 +02:00
junos b756ed5feb Set more parameters as user-specified constants. 2023-05-18 18:06:32 +02:00
junos cad28c3fe8 Set path programmatically. 2023-05-18 16:36:46 +02:00
junos 38a405d378 Add index when inserting one row. 2023-05-17 18:13:20 +02:00
junos 2c5a0b4157 Label plot axes. 2023-05-17 16:32:27 +02:00
junos a7446cc34a Specify columns to aggregate and save figures as pdfs. 2023-05-16 17:05:43 +02:00
junos 9417a1b9f1 Do not break markdown lines. 2023-05-16 16:37:34 +02:00
junos 26c7d22b83 Add an option to save figures. 2023-05-16 16:17:06 +02:00
junos 3091328fc5 Format comments. 2023-05-11 16:51:38 +02:00
junos 055e87dbac Return scores for classification. 2023-05-10 23:51:12 +02:00
junos f58d20ffc2 Update classification runner. 2023-05-10 23:17:44 +02:00
junos 075fdab9ea Select segment and save results. 2023-05-10 23:00:03 +02:00
junos b505fb2b6a Thoroughly refactor regression runner. 2023-05-10 20:30:51 +02:00
junos cd5d8b6a10 Update rapids and add regex=True.
Reformat debug_heatmap.
2023-05-10 15:12:27 +02:00
junos 3e38b64b45 Merge branch 'ml_pipeline' 2023-05-10 15:02:17 +02:00
junos c66e046014 Use methods in helper.py. 2023-04-21 21:41:00 +02:00
junos 48118f125d Reformat ml_pipeline_regression.py 2023-04-21 21:34:54 +02:00
Primoz 865225994b Added testing section after feature selection. 2023-04-20 13:29:14 +02:00
Primoz 0594993133 Add GroupKFold to feature selection CV. Start with generic metric calculation procedure. 2023-04-20 11:20:26 +02:00
Primoz 1cbc743cf7 Add kBest method to initially filter out the worst performing features. Update comments. 2023-04-20 10:12:16 +02:00
Primoz ce13a9e13b Implement feature selection method which is used in ML pipeline. 2023-04-19 15:56:34 +02:00
Primoz 8a532fa95a Add a ML pipeline script to develop a whole pipeline. 2023-02-23 10:41:36 +01:00
Primoz ef12f64fe5 Add feature selection Class skeleton. 2023-02-20 11:51:34 +01:00
Primoz 63741c3627 Add feature selection pipeline script with initail plan. 2023-02-15 12:27:39 +01:00
Primoz 806ca1b37d Added excel intermediate scores file 2023-02-06 14:02:24 +01:00
Primoz d06da18c26 Fix error with method name. 2023-02-06 11:54:54 +01:00
Primoz 93a34986d9 Comment code sections and change to pd.concatinate method. 2023-02-06 11:31:21 +01:00
Primoz 08e81610a9 Fix method params 2023-02-06 11:21:17 +01:00
Primoz ef78f179cd Add neccessary parameters to plot method. 2023-02-06 11:19:04 +01:00
Primoz afeb7b4872 Remove data_yield from features. 2023-02-06 11:16:53 +01:00
Primoz ea3f805ba7 Change ML model and ddd CV to sequential feat_select. Add std lines to plots. 2023-02-06 11:09:15 +01:00
Primoz e3aef2dae7 Add save to file code, and todo comment 2023-02-01 15:13:57 +01:00
Primoz b286753696 Add vizualization sections for sequential addition of sensors' features. 2023-02-01 13:51:56 +01:00
Primoz 07ef72dec5 Implement algorithm for sequential adding of the most important features. 2023-01-25 14:19:29 +01:00
Primoz 85e572fca0 Expand analysis of the features (individualy and by sensor groups). 2023-01-23 16:32:07 +01:00
Primoz 6a98c8cdcf Prepare scripts for feature importance analysis. 2023-01-19 16:20:43 +01:00
Primoz d263b32564 Temp: remove stratified logo from ml pipeline. 2023-01-19 09:26:55 +01:00
Primoz ad2fab133f Explore features with Entropy and IG. 2023-01-13 17:08:56 +01:00