model-selection

(ServeController pid=12680) 2021-10-26 19:03:28,704     INFO backend_state.py:911 -- Adding 1 replicas to deployment 'hello'. component=serve deployment=hello
(ServeController pid=12680) 2021-10-26 19:03:28,704     ERROR controller.py:193 -- Exception updating backend state.
(ServeController pid=12680) Traceback (most recent call last):
(ServeController pid=12680)   File "/Users/simonmo/De

Right now, component_graph.get_component expects a string which is the unique name used to find a component in the graph (ex: "My Label Encoder", and not "Label Encoder"). This makes it difficult to find components of a specific class, ex LabelEncoder instances. We should add a method to help with this!

API should take into consideration what happens if we have multiple of the same component

We should add a description to each feature defined in smartcore in the Cargo.toml file, we could use as example the Cargo.toml file of the serde project.

We should add also the documentation for the "serde" feature that currently is not present in the Cargo.toml file.

Not sure if we can u

Is your feature request related to a problem? Please describe.
NA

Describe the solution you'd like
Implement in the sklearn_genetic.plots module a function named plot_parallel_coordinates to inspect the results of the learning process

Describe alternatives you've considered
The function should take two arguments:

• estimator: A fitted estimator from `sklearn_genetic.G

Is your feature request related to a problem? Please describe.
Feature is not directly related to a problem, but is rather an enhancement of existing functionality. As suggested by Julian King on the facet Slack channel, we could add Maximum Relevance Minimum Redundancy (MRMR) as a feature selection algorithm.

The algorithm is explained in the following papers:
https://arxiv.org/pdf/1