Exploration of models
It is possible to use the meta-heuristic algorithm to evaluate the models and optimise the type of model that reduces the cost function with model_architecture
and model_exploration
parameters, such as:
julia> model(:tune;
project_name = "name",
model_name = "model",
io = "io_name",
computation_solver = "adam",
computation_maximum_time = Dates.Minute(5),
model_architecture = "exploration_models",
model_exploration = ["fnn", "resnet"],
)
where project_name
is the name of the related project, model_name
is the name of the model when saving on the database, io
is the name of input-output data, computation_solver
is the solver selected, and model_architecture
is the mathematical model with exploration and model_exploration
indicates to the meta-heuristic algorithm the models to be evaluated.
Moreover, the models need to be iterable, for instance, Fnn or ResNet. More information is readable on Parameters section: