The model.compile()
method in Keras is used to compile a model by specifying the optimization algorithm, loss function, and evaluation metric. It returns the compiled Keras model.
model.compile(optimizer = 'adam', loss = 'categorical_crossentropy', metrics = 'accuracy' )
# Define the model compilation parameters
compilation_params = {
'optimizer': 'adam',
'loss': 'categorical_crossentropy',
'metrics': 'accuracy',
}
# Compile the model with the defined parameters
model.compile(**compilation_params)
model.compile()
optimizer
: the optimization algorithm to use (default: adam
)loss
: the loss function to use (default: categorical_crossentropy
)metrics
: the evaluation metric to use (default: accuracy
)Compiled Keras model