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Change forcing sequence in newton-cg solver of LogisticRegression
New Feature
Performance
#30160
opened Oct 27, 2024 by
lorentzenchr
FEAT Allow the vector-form representation of symetric distance matrices as input
Hard
Hard level of difficulty
help wanted
New Feature
Performance
#29133
opened May 29, 2024 by
jolespin
Configure OpenBLAS to use scikit-learn's OpenMP threadpool
Performance
#28883
opened Apr 24, 2024 by
jeremiedbb
When running the GaussianProcessClassifier on M-chips Mac takes extremely long time
Needs Investigation
Issue requires investigation
Performance
#28715
opened Mar 28, 2024 by
zchlewis
ENH allow up to 65536 bins in HGBT
cython
module:ensemble
module:utils
Performance
#28603
opened Mar 10, 2024 by
lorentzenchr
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PERF Euclidean Specialization for ArgKminClassMode
cython
module:metrics
Performance
#28219
opened Jan 22, 2024 by
OmarManzoor
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Use float32_t for tree.threshold
Breaking Change
Issue resolution would not be easily handled by the usual deprecation cycle.
cython
module:tree
Needs Decision
Requires decision
Performance
#27535
opened Oct 5, 2023 by
lorentzenchr
ENH reuse parent histogram in HGBT
cython
module:ensemble
Performance
#26189
opened Apr 15, 2023 by
lorentzenchr
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HistGradientBoosting counts and sample weights
Breaking Change
Issue resolution would not be easily handled by the usual deprecation cycle.
module:ensemble
Needs Benchmarks
A tag for the issues and PRs which require some benchmarks
Needs Decision
Requires decision
New Feature
Performance
#26128
opened Apr 8, 2023 by
lorentzenchr
PERF General issue associated to an identified list of tasks
Performance
PairwiseDistancesReductions
subsequent work
cython
Meta-issue
#25888
opened Mar 17, 2023 by
jjerphan
3 of 21 tasks
Possible performance improvements for kd-tree or ball-tree with multi-threading at fit time
Performance
#25812
opened Mar 10, 2023 by
ogrisel
EHN: RadiusNeighborRegressor speedup
module:neighbors
Performance
#24053
opened Jul 29, 2022 by
JoOkuma
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Optimize inference time for sklearn models in real time for single example
Performance
#24024
opened Jul 27, 2022 by
pratikchhapolika
The fit performance of LinearRegression is sub-optimal
module:linear_model
Performance
#22855
opened Mar 15, 2022 by
mbatoul
Path for pluggable low-level computational routines
API
Performance
#22438
opened Feb 10, 2022 by
ogrisel
Improving the runtime efficiency of the SVC for a precomputed kernel during inference
Hard
Hard level of difficulty
module:svm
New Feature
Performance
#22363
opened Feb 2, 2022 by
vbelis
Using a custom rbf kernel function for sklearn's SVC is way faster than built-in method
Bug
module:svm
Performance
#21410
opened Oct 22, 2021 by
NilsWinter
Performance of the RBF kernel in epsilon-SVR (SVM)
module:svm
Performance
#21312
opened Oct 12, 2021 by
Turakar
Threads awaiting for GIL in Forest estimators
free-threading
PRs and issues related to support for free-threaded CPython (a.k.a. nogil or no-GIL, PEP 703)
module:ensemble
Performance
#20666
opened Aug 3, 2021 by
glemaitre
BallTree query match time is O(n) not O(log(n))
Bug
help wanted
module:neighbors
Performance
#19066
opened Dec 23, 2020 by
simsim314
Improve dense SVC performance by reimplementing dense SVC rbf kernel with GEMV BLAS API
cython
module:svm
module:utils
Performance
#18953
opened Dec 2, 2020 by
Guobing-Chen
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Duplicate check_finite when calling scipy.linalg functions
Bug
Moderate
Anything that requires some knowledge of conventions and best practices
Performance
#18837
opened Nov 13, 2020 by
ogrisel
PERF Cache intermediate results in decision tree estimators
module:tree
Performance
#18630
opened Oct 16, 2020 by
alfaro96
Minimize memory usage in Tree based models by allowing for change of internal dtype
module:tree
New Feature
Performance
#18448
opened Sep 24, 2020 by
Chroxvi
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