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MarcoLandtHayen
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predict_sahel_rainfall
Predict rainfall in the African Sahel region with various machine learning and deep learning methods.
MIT License
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Bump actions/setup-python from 4.6.1 to 4.7.1
#47
dependabot[bot]
opened
11 months ago
0
Bump docker/login-action from 2 to 3
#46
dependabot[bot]
opened
11 months ago
0
Bump docker/build-push-action from 4 to 5
#45
dependabot[bot]
opened
11 months ago
0
Bump actions/checkout from 3 to 4
#44
dependabot[bot]
opened
12 months ago
1
Bump actions/setup-python from 4.6.1 to 4.7.0
#43
dependabot[bot]
closed
11 months ago
1
Add MLP model, including SHAP values
#42
MarcoLandtHayen
closed
1 year ago
0
Add naive input attention to LSTM model
#41
MarcoLandtHayen
closed
1 year ago
1
Optimize selected hyperparameters for LSTM/fc models on CESM with lead 1
#40
MarcoLandtHayen
closed
1 year ago
0
Add precommit locally
#39
MarcoLandtHayen
closed
1 year ago
0
Try to train separate LSTM/fc models per months
#38
MarcoLandtHayen
closed
1 year ago
0
xAI techniques
#37
MarcoLandtHayen
opened
1 year ago
0
Check model performance per month
#36
MarcoLandtHayen
closed
1 year ago
1
(Hyper-)parameter optimization for selected models
#35
MarcoLandtHayen
opened
1 year ago
1
Exclude ESN functions from linting
#34
MarcoLandtHayen
closed
1 year ago
0
Add precommit
#33
MarcoLandtHayen
closed
1 year ago
0
Fix ESN functions
#32
MarcoLandtHayen
closed
1 year ago
1
Add precommit locally
#31
MarcoLandtHayen
closed
1 year ago
0
Add quickruns for ESN models to predict future Sahel rainfall
#30
MarcoLandtHayen
closed
1 year ago
0
Add precommit locally
#29
MarcoLandtHayen
closed
1 year ago
0
Add quickruns for LSTM/fc models to predict Sahel rainfall
#28
MarcoLandtHayen
closed
1 year ago
0
Add dropout
#27
MarcoLandtHayen
opened
1 year ago
0
Add quickrun experiments for CNN/fc models to predict future Sahel rain
#26
MarcoLandtHayen
closed
1 year ago
0
Add linear regression to predict future Sahel rainfall
#25
MarcoLandtHayen
closed
1 year ago
0
Bump actions/setup-python from 4.5.0 to 4.6.1
#24
dependabot[bot]
closed
1 year ago
0
Add heuristics as simple baseline predictor
#23
MarcoLandtHayen
closed
1 year ago
0
Predict Sahel rainfall with various models
#22
MarcoLandtHayen
opened
1 year ago
0
Add precommit locally
#21
MarcoLandtHayen
closed
1 year ago
0
Add tests for preprocessing pipeline
#20
MarcoLandtHayen
closed
1 year ago
0
Allow lead time 0 in preprocessing
#19
MarcoLandtHayen
opened
1 year ago
0
Start to set up preprocessing pipeline, add test csv
#18
MarcoLandtHayen
closed
1 year ago
0
Add statistics for raw precipitation and anomalies
#17
MarcoLandtHayen
closed
1 year ago
0
Add notebook with results in table form
#16
MarcoLandtHayen
closed
1 year ago
0
Switch to np arrays in bar color function
#15
MarcoLandtHayen
closed
1 year ago
0
Local precommit
#14
MarcoLandtHayen
closed
1 year ago
0
Inspect data samples and statistics
#13
MarcoLandtHayen
closed
1 year ago
0
Show results in table form
#12
MarcoLandtHayen
closed
1 year ago
0
Add test data for all 2D raw fields
#11
MarcoLandtHayen
closed
1 year ago
1
Add test data
#10
MarcoLandtHayen
closed
1 year ago
1
Add Workflow for Nesh HPC
#9
MarcoLandtHayen
closed
1 year ago
1
Add precommit locally
#8
MarcoLandtHayen
closed
1 year ago
0
Add Docker container workflow
#7
MarcoLandtHayen
closed
1 year ago
0
Perform pre-commit locally
#6
MarcoLandtHayen
closed
1 year ago
0
Add linting workflow
#5
MarcoLandtHayen
closed
1 year ago
0
Bump actions/cache from 1 to 3
#4
dependabot[bot]
closed
1 year ago
0
Bump actions/checkout from 2 to 3
#3
dependabot[bot]
closed
1 year ago
0
Bump codecov/codecov-action from 1 to 3
#2
dependabot[bot]
closed
1 year ago
0
Bump actions/setup-python from 2 to 4
#1
dependabot[bot]
closed
1 year ago
0