Commit Graph

330 Commits (caeaf03239cc9a936feba8559a0cb36b218696df)

Author SHA1 Message Date
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
junos 72fdd9c5ec Use stratified downsampling.
And run all models with a method from machine_learning.helper.
2023-01-04 21:48:37 +01:00
junos b0b9edccc4 Unhide jupyter code cells and outputs. 2023-01-04 21:25:12 +01:00
junos 61d786b2ca Describe LOSO results. 2023-01-04 20:38:05 +01:00
junos 37eada4a2e Present results for stressful events. 2023-01-04 20:00:08 +01:00
junos af6843634c Update RAPIDS submodule. 2023-01-04 18:22:53 +01:00
junos 8bbe0b2ba8 Merge branch 'ml_pipeline' of repo.ijs.si:junoslukan/straw2analysis into ml_pipeline
# Conflicts:
#	.gitignore
#	exploration/ml_pipeline_classification_with_clustering.py
2023-01-04 18:19:43 +01:00
junos 1516d1c000 Cluster by demand_control_ratio_quartile. 2023-01-04 18:16:14 +01:00
Primoz 339142ff31 Add expl stress event script and other changes. 2022-12-21 15:02:25 +01:00
Primoz adcb823d3f Add stress event duration exploration script. 2022-12-15 16:43:40 +01:00
Primoz a61ab9ee51 Add feature importance check. 2022-12-15 16:43:13 +01:00
Primoz 164d12ed2f Add undersampling method (with on/off parameter). 2022-12-13 17:01:46 +01:00
Primoz 0a45e35164 Remove unused imports prt. 2. 2022-12-09 13:56:42 +01:00
Primoz 78b6e7fa07 Remove unused imports from ML pipeline scripts. 2022-12-09 13:53:16 +01:00
Primoz 6507b053c5 Add StrtifiedKFold with shuffling as a default CV method. 2022-12-09 13:46:13 +01:00
Primoz ac03b36c0f Add files to .gitignore and add files path for stressfulness event. 2022-12-09 13:44:20 +01:00
junos 2bb95657d8 Finish classification presentation. 2022-12-08 10:02:13 +01:00
junos 852e17afbe Define classification models method. 2022-12-08 10:00:14 +01:00
junos 509707855e Prepare classification presentation. 2022-12-07 21:43:34 +01:00
junos 8ea0c1834c Present event stressfulness results. 2022-12-07 21:26:35 +01:00
junos 8131626c4a Include more metrics in regression helper methods. 2022-12-07 21:25:05 +01:00
junos 95ab66fd81 Move to presentation. 2022-12-07 21:24:20 +01:00
junos 525496418f Configure jupytext. 2022-12-07 16:22:41 +01:00
junos 12f2c927fa Merge branch 'ml_pipeline' of repo.ijs.si:junoslukan/straw2analysis into ml_pipeline
# Conflicts:
#	exploration/ml_pipeline_daily.py - deleted
2022-12-07 15:36:52 +01:00
junos 71e1fcf8ca Save results. 2022-12-07 15:33:18 +01:00
Primoz cf0e4f89be Test nonstandardized data with regular classification pipeline. 2022-11-29 14:06:06 +01:00
Primoz 7504aa34cf Add additional categorical features (uncomment). 2022-11-28 13:42:46 +01:00
Primoz 9a218c8e2a Add a script for two class train test split clustering classification. 2022-11-25 14:44:11 +01:00
Primoz 98f78d72fc Create a classification models class and use it in the ml pipeline script. 2022-11-25 12:35:45 +01:00
Primoz 218b684514 Automize clustering classification logic and add parameters at the begining of the scripts. General changes and improvements. 2022-11-24 16:12:20 +01:00
Primoz ddde80b421 Add classification with clustering ml pipeline script. 2022-11-24 09:24:13 +01:00
Primoz 7afef5582f Add TEMP lime_survey cols 2022-11-22 14:44:33 +01:00
Primoz 183758cd37 Improve general ml classification pipeline script. 2022-11-22 14:31:49 +01:00
Primoz 40029a8205 Add a script for ml classification pipeline. 2022-11-21 14:47:19 +01:00
Primoz ae0f54ecc2 Combine different segment scripts and set ml pipeline as a regression problem. 2022-11-21 11:41:11 +01:00
Primoz 8defb271c9 Extend ml pipeline scripts with two additional CV methods. 2022-11-21 11:23:47 +01:00
junos ae2d7a038d Present results. 2022-11-16 21:36:43 +01:00
junos 389198b17f Prepare data in a separate step.
Change categorical features.
2022-11-16 19:34:18 +01:00
junos c462d55096 Update function with imputation already handled. 2022-11-16 18:18:12 +01:00
junos a5c09a292f Move function to helper.py 2022-11-16 18:13:30 +01:00
junos 848416bf6a Merge branch 'master' into ml_pipeline
# Conflicts:
#	.gitignore
#	rapids
2022-11-16 17:46:01 +01:00
Primoz b59798df26 Add a new file tailored for stressfulness event regression. 2022-11-16 14:49:40 +01:00
Primoz 87ebb9f296 Delete files ... add to gitignore 2022-11-16 11:08:03 +01:00
Primoz 1d8dcf8b21 Add 30 min features data and modify script. 2022-11-02 15:16:19 +01:00
Primoz 9f7fa0c8e0 Add 18 hour daily data and slightly modify jupyter script. 2022-10-18 10:29:59 +02:00
Primoz cdff4da930 Merge branch 'ml_pipeline' of https://repo.ijs.si/junoslukan/straw2analysis into ml_pipeline 2022-10-17 22:15:17 +02:00
Primoz ad5f50babe Correctly imputed data uploaded on STRAW (all targets) 2022-10-12 12:48:10 +02:00