evalml
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alteryx
EvalML is an AutoML library written in python.
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...
We currently use logistic reg for classification and linear reg for regression. I bet lasso would perform better!
Overfitting protection @rpeck
This will involve a larger discussion on how we want to integrate this and what form the warm-start feature should take. Currently I see three implementations that we can consider...
This issue was brought up [here](https://alteryx.atlassian.net/wiki/spaces/PS/pages/643268717/Handle+Unknown+types+from+Woodwork+in+EvalML?focusedCommentId=653230126#comment-653230126) as we integrate the new WW update into EvalML. Primarily, we want to raise a datacheck warning/error when the dataset a user passed in...
Our Makefile lists the following for the `git-test-prophet` command: ``` pytest evalml/tests/component_tests/test_prophet_regressor.py evalml/tests/component_tests/test_components.py evalml/tests/component_tests/test_utils.py evalml/tests/pipeline_tests/ evalml/tests/utils_tests/ ``` So we run the prophet unit tests in `component_tests/test_prophet_regressor` but we also run...
Just a placeholder issue for generating issues for the TODO's in our code. Can turn this into an epic as necessary. Successful completion of this issue/epic is building or associating...
Good at handling imbalanced data: https://www3.nd.edu/~nchawla/papers/DMKD11.pdf I couldn't find a widely-used python impl. I did find [this](https://github.com/EvgeniDubov/hellinger-distance-criterion#example), looks like there's some cython going on. The same author wrote [this nice...
Rather than relying on the CV scores to rank the pipelines on the leaderboard, perhaps we should have a model selection split where we hold out some data and rank...
Follow up from PR #2905 where we temporarily disabled running `explain_predictions` and `explain_predictions_best_worst` with CatBoost models running the LIME algorithm (details in comment [here](https://github.com/alteryx/evalml/pull/2905#discussion_r733115415)). We should figure out how to...
