Expand paramenter dictionaries in node functions declarations

[astrojuanlu]

Description

To clarify, this is more about going from

def split_data(data: pd.DataFrame, parameters: dict[str, Any]) -> Tuple:
    X = data[parameters["features"]]
    y = data["price"]
    X_train, X_test, y_train, y_test = train_test_split(
        X, y, test_size=parameters["test_size"], random_state=parameters["random_state"]
    )
    ...

            node(
                func=split_data,
                inputs=["model_input_table", "params:model_options"],

to

def split_data(data: pd.DataFrame, features: list[str], test_size: float, random_state: int) -> Tuple:
    X = data[features]
    y = data["price"]
    X_train, X_test, y_train, y_test = train_test_split(
        X, y, test_size=test_size, random_state=random_state
    )
    ...

            node(
                func=split_data,
                inputs=["model_input_table", "params:model_options.features", "params:model_options.test_size", "params:model_options.random_state"],

does it make sense?

Originally posted by @astrojuanlu in #3782 (comment)

Documentation page (if applicable)

The task is to find all occurrences in documentation and starters.

Context

[datajoely]

100000000% I would even go as far as hiding parameters from the docs - explicit is better than implicit