dask/dask-ml

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Scalable Machine Learning with Dask

Stars: 951
Forks: 262
Open beginner issues: 0
Indexed issues: 235

Dominant language: Python
License: BSD-3-Clause
Last GitHub push: Sep 27, 2025
Latest indexed: Sep 15, 2026
Contributing guide: Contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue help wanted
PR merge metrics: No merged PRs in 30d

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235 open issues indexed

Distributed TFIDF Open

Algorithm

dask/dask-ml#5 · 16 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Candidate transformers Open

dask/dask-ml#6 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Shuffle blocks for partial_fit wrappers Open

dask/dask-ml#8 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Consider using hypothesis for testing. Open

dask/dask-ml#17 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Wrap LightGBM Open

dask/dask-ml#24 · 2 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Streaming K-Means Open

dask/dask-ml#27 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Alternating least squares Open

dask/dask-ml#49 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Make chunks optional in the datasets.make_* methods Open

good first issue

dask/dask-ml#65 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Run check_estimator on our estimators Open

dask/dask-ml#70 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
LogisticRegression cannot train from Dask DataFrame Open

dask/dask-ml#84 · 33 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Revise documentation on hyperparameter search Open

dask/dask-ml#88 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
kernel K-Means Open

dask/dask-ml#89 · 0 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Add DictionaryLearning Open

Algorithm

dask/dask-ml#95 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add NMF Open

Algorithm

dask/dask-ml#96 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add ICA Open

Algorithm

dask/dask-ml#97 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add FA Open

Algorithm

dask/dask-ml#98 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Lasso Open

Algorithm

dask/dask-ml#101 · 12 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add Lars Open

Algorithm

dask/dask-ml#102 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add ElasticNet Open

Algorithm

dask/dask-ml#103 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add LassoLars Open

dask/dask-ml#104 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
sklearn-xarray compatability Open

dask/dask-ml#112 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Add GMM Open

dask/dask-ml#113 · 14 comments · 4 reactions · 0 assignees · Indexed Sep 15, 2026
Add CategoricalEncoder Open

dask/dask-ml#116 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
DummyEnccoder should check X in transform Open

dask/dask-ml#118 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
High Cardinality Encoders Open

dask/dask-ml#120 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
More scalable alternative to k-means++ based on sampling Open

dask/dask-ml#121 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Sparse arrays support Open

dask/dask-ml#123 · 25 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Inconsistent inherited docstrings Open

dask/dask-ml#124 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Enhance assert_estimator_equal Open

dask/dask-ml#133 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Does Dask-ML support Custom Transformers to Use in Pipeline? Open

dask/dask-ml#134 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Blockwise ensemble meta-estimator Open

dask/dask-ml#135 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Are there plans to implement drop-in replacements for parts of sklearn.feature_selection? Open

Algorithm

dask/dask-ml#138 · 4 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Collaborative Filtering and Alternating Least Squares Open

Roadmap

dask/dask-ml#139 · 6 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Example of task-graph speed-up? Open

Documentation

dask/dask-ml#141 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
LogisticRegression spends a lot of time in exp and log1p Open

dask/dask-ml#146 · 8 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Dask-GridSearchCv is 3-4x slow compared to Sklearn-GridSearchCv (using MLPClassifier with SGD optimizer) Open

dask/dask-ml#149 · 9 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
(H)DBSCAN Open

Algorithm Roadmap

dask/dask-ml#158 · 10 comments · 2 reactions · 0 assignees · Indexed Sep 15, 2026
Adaptive hyper-parameter optimization Open

dask/dask-ml#161 · 13 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
feature request - preprocessing power transform Open

Algorithm

dask/dask-ml#166 · 1 comment · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Parameter Server Open

Roadmap

dask/dask-ml#171 · 50 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Optimize train_test_split performance Open

dask/dask-ml#174 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Implement (normalized) mutual infomation score Open

good first issue metric

dask/dask-ml#183 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Incremental SAGA Open

dask/dask-ml#189 · 8 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Controlling Data Flowing through Pipelines Open

dask/dask-ml#192 · 3 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Standardize logging Open

good first issue

dask/dask-ml#193 · 6 comments · 1 reaction · 0 assignees · Indexed Sep 15, 2026
Better namespaces for Incremental and ParallelPostFit Open

dask/dask-ml#194 · 2 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
SparseCoder Open

dask/dask-ml#197 · 5 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Supporting GLM fit with matrix for y Open

dask/dask-ml#201 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
ColumnTransformer on dask objects Open

dask/dask-ml#212 · 0 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026
Expand our metrics Open

good first issue metric

dask/dask-ml#213 · 7 comments · 0 reactions · 0 assignees · Indexed Sep 15, 2026

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