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monocongo
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climate_learn
Deep learning for climate modeling.
BSD 3-Clause "New" or "Revised" License
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Develop a simple RNN/LSTM model using Keras
#27
monocongo
opened
5 years ago
1
Script to utilize pipeline and hyperparameter tuning
#26
monocongo
closed
5 years ago
1
Create a Pipeline for managing machine learning workflow
#25
monocongo
opened
6 years ago
3
Promote notebook code up to master branch
#24
monocongo
closed
6 years ago
0
Merge to master for update of notebooks, etc.
#23
monocongo
closed
6 years ago
0
Add batching in order to allow for different fit and predict inputs
#22
monocongo
opened
6 years ago
0
Update scaling approach in order to scale each feature/label separately
#21
monocongo
opened
6 years ago
0
Create simple CNN with Keras
#20
monocongo
opened
6 years ago
0
PBS batch script example with separate evaluation and prediction scripts for Keras dense model
#19
monocongo
closed
6 years ago
0
Create PBS script for batch processing on UMichigan cluster (flux)
#18
monocongo
opened
6 years ago
0
Documentation update with initial use case
#17
monocongo
closed
6 years ago
0
Merge of latest code with CNN-LSTM model script
#16
monocongo
closed
6 years ago
0
Documentation updates
#15
monocongo
closed
6 years ago
0
Updated README documentation
#14
monocongo
closed
6 years ago
0
Add documentation describing the approach and methodology
#13
monocongo
opened
6 years ago
0
Initial neural network model using Keras/TensorFlow
#12
monocongo
closed
6 years ago
0
Create ANN using Keras/TensorFlow for predicting PTTEND
#11
monocongo
opened
6 years ago
2
Score models (train/test) for features: [Q, PRECL] and labels: [SHFLX, LHFLX]
#10
monocongo
opened
6 years ago
0
Score models (train/test) for features: [PS, T, U, and V] and label: PTTEND
#9
monocongo
opened
6 years ago
1
Add support for CI (continuous integration) with Travis
#8
monocongo
opened
6 years ago
0
Add unit tests for model.py
#7
monocongo
opened
6 years ago
0
Now handling multiple inputs as expected
#6
monocongo
closed
6 years ago
0
Add a simple function that splits data for training/testing based on hemisphere
#5
monocongo
opened
6 years ago
0
NetCDF output of target variables predicted by the ML-based model
#4
monocongo
opened
6 years ago
0
incorporate apricot for feature selection/dataset reduction
#3
monocongo
opened
6 years ago
0
Multiple input files support
#2
monocongo
opened
6 years ago
0
Add model fits/tests for non-linear tendency variables
#1
monocongo
opened
6 years ago
0