def main(filename):
logger.info("================ Starting machine learning model process ================")
try:
utils = Utils()
models = Model()
df = utils._read_from_csv(filename)
transform = Transform(df,5,2)
features,target = transform._transform_process()
x_train,x_test,y_train,y_test = utils._split_train_test(features,target)
model = models._training_best_model(x_train,y_train,x_test,y_test)
models._make_predictions(model,x_test,y_test)
except FileNotFoundError:
logger.error('File not found for {}'.format(filename))
