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