Generalize 
Author: Ludvig R. Olsen ( r-pkgs@ludvigolsen.dk )
The ultimate goal of training machine learning models is to generalize to new, unseen data. This package contains tools for measuring model performance across multiple datasets via cross-dataset-validation (aka. leave-one-dataset-out).
Under development!
- Not generalized enough for general usage (ironic, I know)
- Relies on an old version of scikit-learn, needs updating
- Linear regression is not currently implemented
- Help strings are likely not up-to-date
Main functions and classes
| Function | Description |
|---|---|
nested_cross_validate() |
Run (repeated) nested cross-validation. |
train_full_model() |
Train model on all data and save to disk. |
evaluate_univariate_models() |
Evaluate prediction potential of every predictor separately. |
PipelineDesigner |
Design a scikit-learn pipeline for use in cross-validation. |
ROCCurve, ROCCurves |
ROC curve containers with various utility methods. |
select_samples() |
Utility for selecting samples based on (collapsed) labels. |
1 maintainer
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
generalize-0.4.2.tar.gz
(120.4 kB
view details)
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
generalize-0.4.2-py3-none-any.whl
(151.2 kB
view details)
File details
Details for the file generalize-0.4.2.tar.gz.
File metadata
- Download URL: generalize-0.4.2.tar.gz
- Upload date:
- Size: 120.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
poetry/2.0.1 CPython/3.9.6 Darwin/25.4.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
f4fc148d589174f55c59979dc7aa5de9304afac795b3d68f5d7bad0838755dd3
|
|
| MD5 |
94dbb9e8c4766a02a3ac0235869affb7
|
|
| BLAKE2b-256 |
23193a0432a019adeed5286dcc1bd475b7d06a99c5469563dd6fa03d3459ac4c
|
File details
Details for the file generalize-0.4.2-py3-none-any.whl.
File metadata
- Download URL: generalize-0.4.2-py3-none-any.whl
- Upload date:
- Size: 151.2 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
poetry/2.0.1 CPython/3.9.6 Darwin/25.4.0
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
26008877c89ca578b257c75953e8e10db7bb32c7d62c633e09bd8c68bb4fff37
|
|
| MD5 |
376b3839e8d13f6d0b8df2b3542fb0d9
|
|
| BLAKE2b-256 |
d4282ed177b5f1ebbc5b2185ff66e37bdbd8bc5bcc7d35fd752c052cc45339f6
|
