[BREAKING CHANGE] SKLearn syntax

[AzulGarza]

• feat: new version GA sklearn syntax
• feat: add functional fit/predict
• feat: new tests
• feat: add fit/predict classes
• feat: add repr
• feat: add core version
• fix: arguments
• fix: args ray
• feat: add new method for models
• feat: add forecast method
• fix: df behavior
• fit: precompute locally new models
• fix: forecast method
• feat: test ets forecast
• fix: forecast func
• feat: complete refactor models
• fix: numba dict to python
• feat: models doc structure
• feat: add levels for cv
• feat: return dicts models
• feat: add functional new syntax
• feat: add set index inside stastforecast
• feat: remove index from generate series
• fix: revert index change
• fix: uid
• feat: remove fugue backend module
• feat: add distribute submodule
• feat: tests fit/predict/fit_predict
• feat: rm unused docs
• feat: add new docs

[review-notebook-app[bot]]

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