77 Commits

Author SHA1 Message Date
Hannes Signer
69355a1e4e update experiments 2025-03-28 21:10:54 +01:00
Hannes Signer
d678c0bfde Merge branch 'mdl-dataset' of git.gfz-potsdam.de:naaice/model-training into mdl-dataset 2025-03-28 16:04:42 +01:00
Hannes Signer
4f954cbc84 add script for experiments 2025-03-28 16:01:42 +01:00
Hannes Signer
5175e3d6fa update notebook for experiments 2025-03-28 15:57:21 +01:00
Hannes Signer
e1227775e9 add model and history resutls 2025-03-28 15:56:44 +01:00
Hannes Signer
04f5c40b29 adapt training 2025-03-28 14:28:10 +01:00
Hannes Signer
09a5687580 delete old files 2025-03-27 15:12:56 +01:00
Hannes Signer
bbccd1444d update preprocessing 2025-03-27 14:59:52 +01:00
Hannes Signer
e21c7bede8 add template for test cases 2025-03-27 14:52:32 +01:00
Hannes Signer
5b520c368d adapt scaler for different number of input and output features 2025-03-27 14:52:18 +01:00
Hannes Signer
f2c89e0b83 update preprocessing functions to enhance scaling options and improve mass balance evaluation 2025-03-26 17:28:45 +01:00
Hannes Signer
f321a5604b refactor preprocessing functions to support individual and global scaling, update mass balance evaluation to use correct target variable 2025-03-26 17:28:27 +01:00
Hannes Signer
52940efdb9 adapt notebook for new dataset 2025-03-26 13:35:17 +01:00
Hannes Signer
c7b89505c2 add check for different scaler types 2025-03-24 20:26:28 +01:00
Hannes Signer
dd1bdb7fc5 add experiments for optimizer 2025-03-24 20:25:59 +01:00
Hannes Signer
b30810da37 add history results for different optimizer 2025-03-24 20:25:30 +01:00
Hannes Martin Signer
6ddfa4ad03 Merge branch 'preprocessing-experiment' into 'main'
Preprocessing experiment

See merge request naaice/model-training!7
2025-03-24 18:02:55 +01:00
Marco De Lucia
ad6a476497 Added Barite_4c_mdl.h5 and corresponding poet scripts 2025-03-24 14:01:43 +01:00
Hannes Signer
79e50f47a2 add batch normalization and self normalizing models 2025-02-28 10:44:47 +01:00
Hannes Signer
e9baf132b4 add batch normalization 2025-02-27 17:35:32 +01:00
Hannes Martin Signer
d62115b111 update README 2025-02-27 13:09:10 +01:00
Hannes Signer
05bbb87562 update readme and environment 2025-02-27 12:48:58 +01:00
Hannes Signer
d5d836bd98 clean up repositry 2025-02-27 12:09:42 +01:00
Hannes Signer
4fe35855f0 Merge branch 'main' of git.gfz-potsdam.de:naaice/model-training 2025-02-27 12:05:31 +01:00
Hannes Signer
91fd34bce0 Merge branch 'loss-experiment' 2025-02-27 12:04:13 +01:00
Hannes Martin Signer
1d9d193668 update julia script 2025-02-27 11:44:51 +01:00
Hannes Martin Signer
5fee700eae Merge branch 'log-scale-error' into 'loss-experiment'
Solve scaling error with min max scaling and restructure notebook as well as preprocessing functions

See merge request naaice/model-training!3
2025-02-27 11:42:05 +01:00
Hannes Signer
471038de50 update linting 2025-02-26 18:51:40 +01:00
Hannes Signer
5f4c863b39 first draft for students 2025-02-26 18:32:22 +01:00
Hannes Signer
331306c141 update mass_balance_evaluation 2025-02-26 18:32:11 +01:00
Hannes Signer
cce2f696a0 document functions 2025-02-26 12:57:39 +01:00
Hannes Signer
03918222c4 test with losses 2025-02-25 18:36:11 +01:00
Hannes Signer
0f7ee78a8a correction of scaling error in mass balance loss 2025-02-25 18:06:56 +01:00
Hannes Signer
8051eb3c3d investigate scaling error 2025-02-21 16:57:55 +01:00
Hannes Signer
c0ca00271e adapt notebook 2025-02-21 09:42:33 +01:00
Hannes Signer
5ffcd75adc update test samples 2025-02-19 17:58:47 +01:00
Hannes Signer
df7cabfb31 update notebook to new training structure 2025-02-18 20:47:24 +01:00
Hannes Signer
1381e9a879 add first models 2025-02-18 20:28:43 +01:00
Hannes Signer
7642d22d4d add 4 corner small dataset 2025-02-18 20:08:13 +01:00
Hannes Signer
3bf4ff42a0 add dataset 2025-02-18 20:06:23 +01:00
Hannes Signer
bf0dfcb690 delete cache 2025-02-18 19:55:13 +01:00
Hannes Signer
c447a6c84a Merge branch 'loss-experiment' of git.gfz-potsdam.de:naaice/model-training into loss-experiment 2025-02-18 17:16:16 +01:00
Hannes Signer
1a3787c530 add measurement plan 2025-02-18 17:08:50 +01:00
Hannes Signer
b58e8869ad prepare optimization study 2025-02-18 17:05:24 +01:00
Hannes Signer
052cf356c9 restructure project 2025-02-18 14:41:41 +01:00
Hannes Signer
019a426af4 update gitignore 2025-02-17 22:23:48 +01:00
Hannes Signer
4a86161cce test combined loss functions 2025-02-17 22:23:28 +01:00
Hannes Signer
986191f72c update training 2025-02-17 18:13:57 +01:00
Max Lübke
5413be8610 Merge branch 'ml/add-iteration' into 'main'
feat: Add iteration number to transport and chemistry DataFrames

See merge request naaice/model-training!2
2025-02-17 14:28:31 +01:00
Max Luebke
ed70b85775 feat: Add iteration number to transport and chemistry DataFrames 2025-02-17 14:27:07 +01:00