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sklears-linear

v0.1.1 Experimental

Linear models for sklears: linear regression, logistic regression, and GLMs

Apache-2.0 Edition 2021 MSRV 1.89
ScienceMathematics #glm#machine-learning#linear-regression#logistic-regression

Quick Verdict

  • โœ“Actively maintained (updated 29d ago)
  • !Pre-1.0: API may have breaking changes
  • !Heavy dependency tree (23 direct deps)
  • โœ“Permissive license (Apache-2.0)

Security

Checking security advisories...
Downloads
922
Dependents
13
Releases
6
Size
336KB

Deep Insights

๐Ÿ“ˆ
Strong growth momentum

168 downloads in the last 30 days (6/day), up 39% from the previous period.

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Prolific maintainer

The primary maintainer publishes 737 crates. This suggests deep Rust expertise and long-term commitment to the ecosystem.

๐Ÿ“ฆ
Heavy dependency tree

23 direct dependencies. Consider the impact on compile times and supply chain complexity.

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Used by top crates

Notable dependents include sklears, sklears-multiclass, sklears-python. When high-quality crates choose sklears-linear, it's a strong quality signal.

Health Breakdown

Maintenance 20/25

Recency, release consistency, active ratio

Quality 14/25

Yanked ratio, deps, size, maturity, features

Community 9/20

Reverse deps, ownership, ecosystem

Popularity 4/15

Downloads, momentum, growth trend

Documentation 12/15

Docs, repo, license, metadata

Download Trend

Daily downloads ยท last 90 days
0/day avg
02/263/164/34/215/95/26

Top Dependents

Most downloaded crates that depend on sklears-linear

Version Adoption

v0.1.0-alpha.1
49%
v0.1.0
28%
v0.1.0-beta.1
9%
v0.1.0-rc.1
8%
v0.1.1
6%

Release Timeline

6 releasessince 2025
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Feature Flags

default =["std", "linear-regression", "ridge", "lasso", "coordinate-descent", "early-stopping"]

glmgpusgdstd*admmfullsimdhuberlasso*ridge*serderansacsparsebayesianparallelplottingreportingstreamingtheil-senmulti-taskall-solversdiagnosticselastic-netbenchmarkingall-algorithmsearly-stopping*memory-mappingonline-learningcross-validationmulti-task-lassoproperty-testingfeature-selectionlinear-regression*residual-analysisrobust-regressionchunked-processingcoordinate-descent*logistic-regressionquantile-regressionregularization-pathconvergence-analysisincomplete-benchmarksmulti-task-elastic-netconstrained-optimizationuncertainty-quantification

README

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Maintainers

Dependencies
23
direct dependencies
Dependents
13
crates depend on sklears-linear

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