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DOI-USGS
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lake-temperature-lstm-static
Predict lake temperatures at depth using static lake attributes
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URGENT - associated paper?
#58
jpadilla-usgs
closed
1 year ago
6
Prepare for Upcoming DGEC Transition
#57
jesse-ross
closed
1 year ago
0
Write metrics
#56
AndyMcAliley
closed
1 year ago
1
Plot obs counts
#53
AndyMcAliley
closed
1 year ago
2
Change plotting library from Holoviews
#52
AndyMcAliley
opened
1 year ago
0
Add elevation and area metric plots
#51
AndyMcAliley
closed
1 year ago
2
Plot metrics by elevation and area
#50
AndyMcAliley
closed
1 year ago
0
Plot histograms of observation data density
#49
AndyMcAliley
closed
1 year ago
0
Plot metrics
#48
AndyMcAliley
closed
1 year ago
1
Interpolate predictions
#47
AndyMcAliley
closed
2 years ago
0
Interpolate predictions to observation depths
#46
AndyMcAliley
closed
2 years ago
0
Predict dataset
#45
AndyMcAliley
closed
2 years ago
2
Train with 100 hidden dimensions
#44
AndyMcAliley
closed
2 years ago
0
Train with 40% dropout
#43
AndyMcAliley
closed
2 years ago
0
Initial model-prep training run
#42
AndyMcAliley
closed
2 years ago
0
Snakemake retrains even when not needed
#41
AndyMcAliley
opened
2 years ago
1
Early stopping
#40
AndyMcAliley
closed
2 years ago
2
Update 3_train
#39
AndyMcAliley
closed
2 years ago
0
Save training metadata
#38
AndyMcAliley
closed
2 years ago
0
Split validation set during 2_process
#37
AndyMcAliley
closed
2 years ago
0
lake-temperature-model-prep training data
#36
AndyMcAliley
closed
2 years ago
0
No automatic early stopping
#35
AndyMcAliley
closed
2 years ago
1
Model prep metadata
#34
AndyMcAliley
closed
2 years ago
0
Set up to train skateboard model
#33
AndyMcAliley
closed
2 years ago
0
Allow multiple training config files for runs in parallel
#32
AndyMcAliley
closed
2 years ago
0
Split validation data by lake
#31
AndyMcAliley
closed
2 years ago
1
Train on a GPU
#30
AndyMcAliley
closed
2 years ago
0
Tallgrass GPU bug fixes
#29
AndyMcAliley
closed
2 years ago
1
Accommodate separate config files for separate training runs
#28
AndyMcAliley
opened
2 years ago
0
Log settings and other metadata after training
#27
AndyMcAliley
closed
2 years ago
0
Train model
#26
AndyMcAliley
closed
2 years ago
5
Add LSTM Model classes
#25
AndyMcAliley
closed
2 years ago
1
Use elevations from ScienceBase
#24
AndyMcAliley
closed
2 years ago
2
Fetch elevation data from ScienceBase instead of EPQS
#23
AndyMcAliley
closed
2 years ago
1
Stop unzip_archive from matching files
#22
AndyMcAliley
closed
2 years ago
0
Save training and test data
#21
AndyMcAliley
closed
2 years ago
1
Train EA-LSTM model using MNTOHA data
#20
AndyMcAliley
closed
2 years ago
0
Add LSTM and EA-LSTM classes
#19
AndyMcAliley
closed
2 years ago
0
Save results for different hyperparameters, etc. to different places to avoid overwriting older results
#18
AndyMcAliley
closed
2 years ago
9
Change directory structure to better accommodate different data sources and drivers
#17
AndyMcAliley
opened
2 years ago
2
Update README.md to describe how to obtain training data
#16
AndyMcAliley
opened
2 years ago
0
Changing `pull_date.txt` does not trigger download
#15
AndyMcAliley
opened
2 years ago
0
Error when pull_date.txt is changed
#13
AndyMcAliley
closed
2 years ago
3
2_process: Create sequenced training data for LSTM
#11
AndyMcAliley
closed
2 years ago
4
Process data to create LSTM training sequences
#10
AndyMcAliley
closed
2 years ago
0
Include elevations in lake metadata
#9
AndyMcAliley
closed
2 years ago
2
Minimum criteria for including lake in training data
#8
AndyMcAliley
closed
2 years ago
1
Fetch input lake data for complete set of lakes
#7
AndyMcAliley
closed
2 years ago
1
Fetch MNTOHA data from ScienceBase using Snakemake
#6
AndyMcAliley
closed
2 years ago
1
Fetch NLDAS drivers for large footprint
#5
AndyMcAliley
opened
2 years ago
3
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