mlinsights: extensions to scikit-learn
mlinsights extends scikit-learn with a couple of new models, transformers, metrics, plotting. It provides new trainers such as QuantileLinearRegression which trains a linear regression with L1 norm non-linear correlation based on decision trees, or QuantileMLPRegressor a modification of scikit-learn’s MLPRegressor which trains a multi-layer perceptron with L1 norm. It also explores PredictableTSNE which trains a supervized model to replicate t-SNE results or a PiecewiseRegression which partitions the data before fitting a model on each bucket. PiecewiseTreeRegressor trains a piecewise regressor using a linear regression on each piece. IntervalRegressor produces confidence interval by using bootstrapping. ApproximateNMFPredictor approximates a NMF to produce prediction without retraining.
1 maintainer
Release files for mlinsights 0.5.3
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| mlinsights-0.5.3.tar.gz | 111.7 kB | Details |
Built distributions (wheels)
Total release size: 18.1 MB
Release files / mlinsights-0.5.3.tar.gz
| Download URL | mlinsights-0.5.3.tar.gz |
|---|---|
| Size | 111.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
2f2be262dd37a98134d0ce0a61bf5f9df0b389e2f2388735c9df3a16e2f267b4
|
|
BLAKE2b-256 checksum How to use checksums |
8d86b3908f436218c505cfcd1af2669f5877f4b8c19c669c3b98554e8b0fdd9c
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp313-cp313-win_amd64.whl
| Download URL | mlinsights-0.5.3-cp313-cp313-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.13 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
37110ef495d0f67464916557331618640b35fe733a310be802efec928b1a399e
|
|
BLAKE2b-256 checksum How to use checksums |
a9ce656e2fc4e842bca64d04206ad62ceb1168a77fc68fc96ab4ae88b46104bf
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | mlinsights-0.5.3-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.13 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
71ab3aa6012c7a3baa828bbba744eb218f4cd087dd971532872535ab3290d46d
|
|
BLAKE2b-256 checksum How to use checksums |
e9689b977c7e9662e5eda1f630f3412062ad5f043515b899de433f4d3ac4bdf5
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp313-cp313-macosx_15_0_arm64.whl
| Download URL | mlinsights-0.5.3-cp313-cp313-macosx_15_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.13 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
32882dec70a6e2a0bf2a02880d862478dbcfb2ba92dabc0343f0343682d13d88
|
|
BLAKE2b-256 checksum How to use checksums |
aa794cfdd1a4cd5df223c88be027f057d7d527c93e9f381bb9033538cd2093ae
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp312-cp312-win_amd64.whl
| Download URL | mlinsights-0.5.3-cp312-cp312-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.12 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
044dc0893376e653830fc32075590ac2872ef4dbd418ce80b2af4c080d3eff8b
|
|
BLAKE2b-256 checksum How to use checksums |
51b3f065050fa071ae86782a95f1fdc8c96aa0344ec75637024f9d01c12776e6
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | mlinsights-0.5.3-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.12 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
e95a53cefd825fb4ed2d64b42020c53f71ff75e682e36fc0de7ee0d3e60f2e8e
|
|
BLAKE2b-256 checksum How to use checksums |
e5a40a0d598b45ef72ecba92536770231efd29e200aed213890fca20996883de
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp312-cp312-macosx_15_0_arm64.whl
| Download URL | mlinsights-0.5.3-cp312-cp312-macosx_15_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.12 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
d4555a18cfbfa31085b6292f20d404d920fc88f8a4983754356cff728f9d502c
|
|
BLAKE2b-256 checksum How to use checksums |
e79359c009479ecd57ced78924105e2d984c880cd44e8eaa858ea0abad533b60
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp311-cp311-win_amd64.whl
| Download URL | mlinsights-0.5.3-cp311-cp311-win_amd64.whl |
|---|---|
| Size | 1.6 MB |
| Tags | CPython 3.11 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
6dd297678d35c416a9177787192cc0b57467a517a515cfa3697491a28255bac6
|
|
BLAKE2b-256 checksum How to use checksums |
546aa2d79c6dbbb751b926229d01ccbe1c7ec0224e1b0c4ae9f09b1872244c1a
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | mlinsights-0.5.3-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 1.9 MB |
| Tags | CPython 3.11 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
f0cd1c89776460c0ed00ba17060a9b6be4697655806e96851dcbd092f03f4222
|
|
BLAKE2b-256 checksum How to use checksums |
4c8c94bbf9b5b6207f593e741940074b7244ad55ea6e5a06277c6353a4bc24f0
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp311-cp311-macosx_15_0_arm64.whl
| Download URL | mlinsights-0.5.3-cp311-cp311-macosx_15_0_arm64.whl |
|---|---|
| Size | 1.8 MB |
| Tags | CPython 3.11 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
96c3bb99c470c55b26f293f85de79e99b30b351ec0692acf455f1e114fa2285d
|
|
BLAKE2b-256 checksum How to use checksums |
c604a2a0de8bd5d9c17f42453ba24fd28ab49633e2ad45061f26f506d9f4ca1b
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp310-cp310-win_amd64.whl
| Download URL | mlinsights-0.5.3-cp310-cp310-win_amd64.whl |
|---|---|
| Size | 558.3 kB |
| Tags | CPython 3.10 Windows x86-64 |
|
SHA-256 checksum How to use checksums |
bde6da26a1737e5747a48e2a14f6b1cd64700f4cfac4ca842469c588f68ac716
|
|
BLAKE2b-256 checksum How to use checksums |
22757a400d6a32bb00bea6875a77b9cc3a2f853a668c86c6ea6ca9e70d2aaf27
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl
| Download URL | mlinsights-0.5.3-cp310-cp310-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl |
|---|---|
| Size | 848.3 kB |
| Tags | CPython 3.10 Linux glibc 2.17+ x86-64 Linux glibc 2.28+ x86-64 |
|
SHA-256 checksum How to use checksums |
a6d7fe909edd78654abf91c946a0347b82a55f7a238e2ef91e64785b82a61e40
|
|
BLAKE2b-256 checksum How to use checksums |
84af2a650d1fc4841f9325679192183c5169423ad7c1a1678ec32bb882b3364d
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
Release files / mlinsights-0.5.3-cp310-cp310-macosx_15_0_arm64.whl
| Download URL | mlinsights-0.5.3-cp310-cp310-macosx_15_0_arm64.whl |
|---|---|
| Size | 813.0 kB |
| Tags | CPython 3.10 macOS 15.0+ ARM64 |
|
SHA-256 checksum How to use checksums |
2a729529740012507f93c9f13e0647d52e09a4a85c58f63b79bdf788a9d66ac9
|
|
BLAKE2b-256 checksum How to use checksums |
7094bef26885c976e247597c6d60d13e024308a94611ea614242fbbc11bdf8b3
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/6.2.0 CPython/3.12.3
|
