Open
Description
We need to update the loss name in SGD regressor when switching to scikit learn 1.0.
Deprecated since version 1.0: The loss ‘squared_loss’ was deprecated in v1.0 and will be removed in version 1.2. Use loss='squared_error' which is equivalent.
# Current
loss = CategoricalHyperparameter(
name="loss",
choices=[
"squared_loss", "huber", "epsilon_insensitive", "squared_epsilon_insensitive"
],
default_value="squared_loss",
)
# New
loss = CategoricalHyperparameter(
name="loss",
choices=[
"squared_error", "huber", "epsilon_insensitive", "squared_epsilon_insensitive"
],
default_value="squared_error"
)