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informatics-lab
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precip_rediagnosis
Project to use ML to re-diagnose precipitation fields from ensemble model fields
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Fractional radar pipeline: model performance assessment
#66
hannahbrown7
closed
1 year ago
0
Fractional radar pipeline: allow for both vertical profile and single level features
#65
hannahbrown7
closed
1 year ago
0
Fractional radar pipeline: produce model with only vertical profile features
#64
hannahbrown7
closed
1 year ago
1
run inference server with live data
#63
stevehadd
opened
2 years ago
0
Create inference server for archive data
#62
stevehadd
opened
2 years ago
0
Display EDA in dashboard
#61
stevehadd
opened
2 years ago
0
Assess model performance under frontal vs convective scenarios
#60
hannahbrown7
opened
2 years ago
0
Assess model performance under different weather patterns
#59
hannahbrown7
opened
2 years ago
0
Assess how well the model performs outside the UK
#58
hannahbrown7
opened
2 years ago
0
Test different precip bands
#57
hannahbrown7
opened
2 years ago
0
Explore packages for model explainability and interpretability
#56
hannahbrown7
opened
2 years ago
2
Set out framework for assessing model performance
#55
hannahbrown7
opened
2 years ago
0
Train model with an extended dataset
#54
hannahbrown7
closed
1 year ago
0
Fractional radar eda
#53
hannahbrown7
closed
1 year ago
1
investigate use of additional lead times
#52
stevehadd
opened
2 years ago
0
Train initial model against instantaneous precipitation data
#51
arh89
closed
1 year ago
1
Ml pipeline update
#50
hannahbrown7
closed
1 year ago
3
alternative rainfall data- MIDAS UK station data
#49
stevehadd
opened
2 years ago
0
Make model pipeline probabilistic
#48
hannahbrown7
closed
2 years ago
2
Explore azure-interpret
#47
hannahbrown7
opened
2 years ago
0
Update pipeline to use new sample
#46
hannahbrown7
closed
1 year ago
0
Fractional radar pipeline: sample and reshape the target data
#45
hannahbrown7
closed
1 year ago
0
Look into use of saliency maps for different height levels
#44
hannahbrown7
opened
2 years ago
1
Demonstrate use of hyperdrive for parallelized hyperparameter tuning
#43
hannahbrown7
closed
1 year ago
1
Add exploration of radar fractions to EDA
#42
hannahbrown7
closed
1 year ago
0
Add ensemble spread exploration to EDA
#41
hannahbrown7
closed
1 year ago
0
Apply EDA to 6 hour lead time datasets
#40
hannahbrown7
closed
1 year ago
0
Data extract and prepare refactor
#39
stevehadd
closed
1 year ago
11
Investigate CLAS for logging and monitoring
#38
stevehadd
opened
2 years ago
0
AzureML and ML Flow demo
#37
stevehadd
closed
2 years ago
3
Create some C4 diagrams for the precip rediagnosis pipeline
#36
stevehadd
opened
2 years ago
1
Add additional model precip variables to extraction script.
#35
stevehadd
closed
1 year ago
0
create a pangeo forge recipe for prcip rediagnosis data
#34
stevehadd
opened
2 years ago
0
create 6 hour lead time period datasets
#33
stevehadd
closed
1 year ago
1
add capability to extract model neighbourhood based features
#32
stevehadd
opened
2 years ago
0
extract max radar in MOGREPS-G grid cell
#31
stevehadd
closed
1 year ago
0
output fraction of radar at a range of thresholds
#30
stevehadd
closed
1 year ago
5
setup a basic ray cluster for hyperparameter tuning
#29
stevehadd
closed
1 year ago
1
run pipeline on azure ML GPU instance
#28
stevehadd
closed
2 years ago
0
Adding notebook with permutation importance examples
#27
hannahbrown7
closed
2 years ago
7
create azure ML custom deployment template
#26
stevehadd
closed
1 year ago
1
write tabular data as parquet, with better metadata
#25
stevehadd
opened
2 years ago
0
add metadata to csv
#24
stevehadd
opened
2 years ago
1
explore list of weather warning as source of interesting events
#23
stevehadd
closed
1 year ago
1
include decider data in training data
#22
stevehadd
opened
2 years ago
1
Incorporate/Implement code for deciding whether dynamic or convective rain
#21
stevehadd
opened
2 years ago
1
Mlops demo
#20
hannahbrown7
closed
2 years ago
1
Implement CI/CD for inference/serving
#19
stevehadd
opened
2 years ago
0
Implement CI/CD for training
#18
stevehadd
opened
2 years ago
1
investigate NaNs in the radar data
#17
stevehadd
closed
1 year ago
1
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