SYMBOL INDEX (96 symbols across 17 files)

FILE: DMCP.py
  function parse_data (line 36) | def parse_data():
  function predict (line 105) | def predict(optimal_model, optimal_model_name):
  function choose_optimal_model (line 128) | def choose_optimal_model(model_evaluate_data, estimator_dict):
  function result_visualize (line 147) | def result_visualize(train_set_RMSE, train_set_R2, test_set_RMSE, test_s...
  function preprocessing_data (line 157) | def preprocessing_data(data_train):
  function add_noise (line 176) | def add_noise(X):
  function get_params (line 187) | def get_params(model):
  function main (line 199) | def main():

FILE: Models/ENR.py
  class ENR (line 13) | class ENR(object):
    method __init__ (line 14) | def __init__(self):
    method auto_tune_params (line 38) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 50) | def modify_params(self, params):
    method build_model (line 54) | def build_model(self):
    method model_evaluate (line 57) | def model_evaluate(self, x, y, cv):
    method calculate (line 65) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/ETR.py
  class ETR (line 14) | class ETR(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 39) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 51) | def modify_params(self, params):
    method build_model (line 55) | def build_model(self):
    method model_evaluate (line 58) | def model_evaluate(self, x, y, cv):
    method calculate (line 66) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/FNN.py
  class FNN (line 19) | class FNN(object):
    method __init__ (line 20) | def __init__(self, x_train, x_test, y_train, y_test, params, model_eva...
    method modify_params (line 38) | def modify_params(self):
    method calculate (line 42) | def calculate(self):
  class Net (line 77) | class Net(nn.Module):
    method __init__ (line 78) | def __init__(self):
    method forward (line 83) | def forward(self, x):
  function weights_init (line 89) | def weights_init(m):

FILE: Models/GBR.py
  class GBR (line 13) | class GBR(object):
    method __init__ (line 14) | def __init__(self):
    method auto_tune_params (line 26) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 38) | def modify_params(self, params):
    method build_model (line 42) | def build_model(self):
    method model_evaluate (line 45) | def model_evaluate(self, x, y, cv):
    method calculate (line 53) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/GPR.py
  class GPR (line 14) | class GPR(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 19) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 31) | def modify_params(self, params):
    method build_model (line 35) | def build_model(self):
    method model_evaluate (line 38) | def model_evaluate(self, x, y, cv):
    method calculate (line 46) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/KNR.py
  class KNR (line 14) | class KNR(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 19) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 31) | def modify_params(self, params):
    method build_model (line 35) | def build_model(self):
    method model_evaluate (line 38) | def model_evaluate(self, x, y, cv):
  function calculate (line 47) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/KRR.py
  class KRR (line 14) | class KRR(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 27) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 39) | def modify_params(self, params):
    method build_model (line 43) | def build_model(self):
    method model_evaluate (line 46) | def model_evaluate(self, x, y, cv):
    method calculate (line 54) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/Lasso.py
  class LSO (line 14) | class LSO(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 37) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 49) | def modify_params(self, params):
    method build_model (line 53) | def build_model(self):
    method model_evaluate (line 56) | def model_evaluate(self, x, y, cv):
    method calculate (line 64) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/MLP.py
  class MLP (line 14) | class MLP(object):
    method __init__ (line 15) | def __init__(self):
    method auto_tune_params (line 31) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 43) | def modify_params(self, params):
    method build_model (line 47) | def build_model(self):
    method model_evaluate (line 50) | def model_evaluate(self, x, y, cv):
    method calculate (line 58) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/RFR.py
  class RFR (line 13) | class RFR(object):
    method __init__ (line 14) | def __init__(self):
    method auto_tune_params (line 37) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 49) | def modify_params(self, params):
    method build_model (line 53) | def build_model(self):
    method model_evaluate (line 56) | def model_evaluate(self, x, y, cv):
    method calculate (line 64) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Models/SVR.py
  class SVR (line 13) | class SVR(object):
    method __init__ (line 14) | def __init__(self):
    method auto_tune_params (line 18) | def auto_tune_params(self, x_train, y_train):
    method modify_params (line 30) | def modify_params(self, params):
    method build_model (line 34) | def build_model(self):
    method model_evaluate (line 37) | def model_evaluate(self, x, y, cv):
    method calculate (line 45) | def calculate(self, x_train, x_test, y_train, y_test):

FILE: Visualization/Violin.py
  class plot_Violin (line 11) | class plot_Violin(object):
    method __init__ (line 12) | def __init__(self, title, data_dict):

FILE: Visualization/bar.py
  class plot_bar (line 11) | class plot_bar(object):
    method __init__ (line 12) | def __init__(self, title, train_set_RMSE, train_set_R2, test_set_RMSE,...

FILE: Visualization/pearson.py
  class plot_pearson (line 16) | class plot_pearson(object):
    method __init__ (line 17) | def __init__(self, optimal_model_name,corelation):

FILE: Visualization/pie.py
  class plot_pie (line 9) | class plot_pie(object):
    method __init__ (line 10) | def __init__(self, optimal_model_name, feature_importance):

FILE: Visualization/scatter.py
  class plot_scatter (line 10) | class plot_scatter(object):
    method __init__ (line 11) | def __init__(self, y_train_true, y_train_pred, y_test_true, y_test_pred):