ai4water_examples
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Notebooks
Model Building
Preprocessing
Hyperparameter Optimization (HPO)
Experiments
Postprocessing
Datasets
ai4water_examples
Gallery of Examples
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Gallery of Examples
Datasets
Global Rival Water Quality
Laos
Busan Beach Water Quality
Quadica
CAMELS Australia
CAMELS US
CAMELS GB
CAMELS Denmark
CAMELS Brazil
CAMELS Chili
Model
Machine Learning model for regression
Machine Learning model for classification
Artificial neural network for regression
Artificial neural network for classification
Cross Validation
Tab Transformer
FT Transformer
InputAttention LSTM
Hyperparameter Optimization (HPO)
HPO of ML models (long)
HPO of DL models (long)
HPO of ML models (short)
HPO of DL models (short)
loading results of HPO
Preprocessing
HRU discretization
HRU discretization for LAOS
transformations
Experiments
Machine Learning algorithms for regression
Machine Learning algorithms for classification
Deep Learning architectures for regression
Deep Learning architectures for classification
Comparing LSTM with different transformations
Comparing XGBoost with different transformations
Postprocessing
Prediction Analysis regression
Permutation Importance
Permutation Importance for categorical variables
Partial Dependence Plot
Partial Dependence Plot with categorical variables
Visualizing Inside LSTM
Visualizing NN layers
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