# fklearn: Functional Machine Learning

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**fklearn** uses functional programming principles to make it easier to solve real problems with Machine Learning.

The name is a reference to the widely known [scikit-learn](https://scikit-learn.org/stable/) library.

**fklearn Principles**

1. Validation should reflect real-life situations.
2. Production models should match validated models.
3. Models should be production-ready with few extra steps.
4. Reproducibility and in-depth analysis of model results should be easy to achieve.


[Documentation](https://fklearn.readthedocs.io/en/latest/) |
[Getting Started](https://fklearn.readthedocs.io/en/latest/getting_started.html) |
[API Docs](https://fklearn.readthedocs.io/en/latest/api/modules.html) |
[Contributing](https://fklearn.readthedocs.io/en/latest/contributing.html) |


## Installation

To install via pip:

```
pip install fklearn
```

You can also install from the source:

```sh
git clone git@github.com:nubank/fklearn.git
cd fklearn
git checkout master
pip install -e .
```

## License

[Apache License 2.0](LICENSE)


fklearn

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Bad text encoding

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Bad semver

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Bad dependency semver

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Bidirectional unicode control characters

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Bin script confusion

This Chrome extension includes content scripts that execute JavaScript on specified websites.

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Chrome: Content Script

This Chrome extension requests host permissions to access specific websites or domains.

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Chrome: Host Permission

This Chrome extension requests permissions to access browser APIs, user data, or system features.

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Chrome: Permission

This Chrome extension requests wildcard host permissions that grant broad access to websites.

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Chrome: Wildcard Host Permission

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Chronological version anomaly

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High CVE

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Debug access

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Deprecated

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Possible typosquat attack

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Dynamic require

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Empty package

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Wildcard dependency

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A GitHub context variable (such as issue title, PR description, or comment body) is being exported as an environment variable. These context values are user-controlled and could be exploited by subsequent workflow steps.

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A GitHub context variable (such as issue title, PR description, or comment body) is being passed back as an output. These context values are user-controlled and could be exploited by consuming workflows.

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What are git dependencies?

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What is an AI-detected potential code anomaly?

AI-detected potential code anomaly

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AI-detected potential malware

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AI-detected potential security risk

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Native code

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High entropy strings

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Unicode homoglyphs

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HTTP dependency

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Install scripts

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Invisible chars

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Missing license

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Modified license exception

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What is a modified license?

Modified license

What is network access?

Network access

A new npm collaborator published a version of the package for the first time. New collaborators are usually benign additions to a project, but do indicate a change to the security surface area of a package.

fklearn

fklearn: Functional Machine Learning

Installation

License

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