Examples

Below is a gallery of examples

EDA of beach water quality

EDA of beach water quality

Experiments

Tutorials concerning Experiments

Comparison of deep learning architectures

Comparison of deep learning architectures

Comparison of machine learning algorithms

Comparison of machine learning algorithms

Comparison of LSTM with different transformations

Comparison of LSTM with different transformations

Comparison of XGBRegressor with different transformations

Comparison of XGBRegressor with different transformations

Hyperparameter optimization

Tutorials concerning Hyperparameter optimization

hyperparameter optimization with Model class for NNs

hyperparameter optimization with Model class for NNs

hyperparameter optimization with Model class

hyperparameter optimization with Model class

hyperparameter optimization using HyperOpt

hyperparameter optimization using HyperOpt

HyperOpt for neural networks

HyperOpt for neural networks

Model

Tutorials concerning Model class

machine learning for classification

machine learning for classification

Building Machine learning models for regression

Building Machine learning models for regression

neural networks for classification

neural networks for classification

Building neural netowrks with tensorflow

Building neural netowrks with tensorflow

cross validation

cross validation

postprocessing

Tutorials concerning postprocessing

permutation importance

permutation importance

postprocessing of prediction results

postprocessing of prediction results

Visualizing inside LSTM

Visualizing inside LSTM

partial dependence plot

partial dependence plot

Explaining model with LIME

Explaining model with LIME

Explaining model with SHAP

Explaining model with SHAP

Activations

Activations

preprocessing

Tutorials concerning preprocessing

HRU discretization

HRU discretization