neural-trees good first issues (Python)

A regressor: SoftDecisionTreeRegressor 8 days ago

enhancement help wanted

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Can to_hard_tree() agree with its source model more often? 8 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Fail CI when the README benchmark table drifts 8 days ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Give OmnivariateDecisionTree a random_state 8 days ago

bug good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Accept sample_weight in NaiveBayesClassifier and WeightedKNN 8 days ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Voting over multiple condensed nearest neighbours 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Support incremental fitting: partial_fit or warm_start 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Hard export for the mixture of experts 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Grow the soft tree leaf by leaf, not level by level 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Carry the optimizer state across GAL architecture changes 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

sample_weight and class_weight for GALNetwork and HierarchicalMixtureOfExperts 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Ship type hints: add py.typed and finish the annotations 9 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

device="auto" so a GPU is used when there is one 9 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add GALNetwork and HierarchicalMixtureOfExperts to the benchmark table 9 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Export a trained soft tree as a hard tree for fast inference 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add incremental tree growing to SoftDecisionTree 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Implement the subtree dropout from Irsoy and Alpaydin (2021) 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Vectorize the HMoE gating tree the way SoftDecisionTree was 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Support class_weight in SoftDecisionTree 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Support sample_weight in SoftDecisionTree.fit 12 days ago

enhancement help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

HMoE predictions are not invariant to sample order 12 days ago

bug help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

GALNetwork does not learn: chance accuracy on separable data 12 days ago

bug help wanted

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Run the notebooks in CI so their outputs cannot go stale 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a coverage threshold to CI 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Migrate setup.py to pyproject.toml 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Run ruff in CI 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a test file for NaiveBayesClassifier 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a test file for WeightedKNN 12 days ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Validate depth parameter in SoftDecisionTree.__init__ about 2 months ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a scikit-learn Pipeline usage example to README 3 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Create examples/02_pipeline_with_scaler.py 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Improve error message when PyTorch is not installed 4 months ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add module-level docstring to classical/k_nearest_neighbors.py 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add an 'Open in Colab' badge for the notebooks 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add requirements-dev.txt with test and lint dependencies 4 months ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a 'Limitations' section to README 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a test for mcnemar_test with symmetric input 4 months ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add edge-case test: SoftDecisionTree with depth=1 4 months ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a reproducibility test for SoftDecisionTree 4 months ago

help wanted good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Create examples/04_decision_boundary.py 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Create examples/03_classifier_comparison.py 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Create examples/01_iris_classification.py 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add a Citing section with BibTeX entry for the library itself 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add docstring to SoftDecisionTree.predict_proba 4 months ago

documentation good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add sklearn-compatible wrapper for GAL (Grow and Learn) networks 5 months ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Improve test coverage for HierarchicalMixtureOfExperts 5 months ago

good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

Add support for Multivariate Decision Trees (Alpaydın & Çetin, 1995) 5 months ago

enhancement good first issue

cgrtml/neural-trees

35

sklearn-compatible PyTorch implementations of Soft Decision Trees, HMoE, and classifier comparison tests (5×2cv F-test). pip install neural-trees

Python

#decision-trees#deep-learning#machine-learning#mixture-of-experts#python#pytorch#sklearn#soft-decision-trees#statistical-tests

cgrtml/neural-trees

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