npm package: @stdlib/ml-incr
Description: Incremental machine learning algorithms.
Author: The Stdlib Authors
Latest version: 0.2.2

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<details>
  <summary>
    About stdlib...
  </summary>
  <p>We believe in a future in which the web is a preferred environment for numerical computation. To help realize this future, we've built stdlib. stdlib is a standard library, with an emphasis on numerical and scientific computation, written in JavaScript (and C) for execution in browsers and in Node.js.</p>
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</details>

# Incremental Machine Learning

[![NPM version][npm-image]][npm-url] [![Build Status][test-image]][test-url] [![Coverage Status][coverage-image]][coverage-url] <!-- [![dependencies][dependencies-image]][dependencies-url] -->

> Incremental machine learning algorithms.

<section class="installation">

## Installation

```bash
npm install @stdlib/ml-incr
```

</section>

<section class="usage">

## Usage

```javascript
var ns = require( '@stdlib/ml-incr' );
```

#### ns

Namespace containing incremental machine learning algorithms.

```javascript
var incr = ns;
// returns {...}
```

<!-- <toc pattern="*"> -->

<div class="namespace-toc">

-   <span class="signature">[`incrBinaryClassification( N[, options] )`][@stdlib/ml/incr/binary-classification]</span><span class="delimiter">: </span><span class="description">incrementally perform binary classification using stochastic gradient descent (SGD).</span>
-   <span class="signature">[`incrkmeans( k[, ndims][, options] )`][@stdlib/ml/incr/kmeans]</span><span class="delimiter">: </span><span class="description">incrementally partition data into `k` clusters.</span>
-   <span class="signature">[`incrSGDRegression( [options] )`][@stdlib/ml/incr/sgd-regression]</span><span class="delimiter">: </span><span class="description">online regression via Stochastic Gradient Descent.</span>

</div>

<!-- </toc> -->

</section>

<!-- /.usage -->

<section class="examples">

## Examples

<!-- TODO: better examples -->

<!-- eslint no-undef: "error" -->

```javascript
var getKeys = require( '@stdlib/utils-keys' );
var ns = require( '@stdlib/ml-incr' );

console.log( getKeys( ns ) );
```

</section>

<!-- /.examples -->

<!-- Section for related `stdlib` packages. Do not manually edit this section, as it is automatically populated. -->

<section class="related">

</section>

<!-- /.related -->

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<section class="main-repo" >

* * *

## Notice

This package is part of [stdlib][stdlib], a standard library for JavaScript and Node.js, with an emphasis on numerical and scientific computing. The library provides a collection of robust, high performance libraries for mathematics, statistics, streams, utilities, and more.

For more information on the project, filing bug reports and feature requests, and guidance on how to develop [stdlib][stdlib], see the main project [repository][stdlib].

#### Community

[![Chat][chat-image]][chat-url]

---

## License

See [LICENSE][stdlib-license].


## Copyright

Copyright &copy; 2016-2026. The Stdlib [Authors][stdlib-authors].

</section>

<!-- /.stdlib -->

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<section class="links">

[npm-image]: http://img.shields.io/npm/v/@stdlib/ml-incr.svg
[npm-url]: https://npmjs.org/package/@stdlib/ml-incr

[test-image]: https://github.com/stdlib-js/ml-incr/actions/workflows/test.yml/badge.svg?branch=v0.2.2
[test-url]: https://github.com/stdlib-js/ml-incr/actions/workflows/test.yml?query=branch:v0.2.2

[coverage-image]: https://img.shields.io/codecov/c/github/stdlib-js/ml-incr/main.svg
[coverage-url]: https://codecov.io/github/stdlib-js/ml-incr?branch=main

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[stdlib]: https://github.com/stdlib-js/stdlib

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[umd]: https://github.com/umdjs/umd
[es-module]: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Modules

[deno-url]: https://github.com/stdlib-js/ml-incr/tree/deno
[deno-readme]: https://github.com/stdlib-js/ml-incr/blob/deno/README.md
[umd-url]: https://github.com/stdlib-js/ml-incr/tree/umd
[umd-readme]: https://github.com/stdlib-js/ml-incr/blob/umd/README.md
[esm-url]: https://github.com/stdlib-js/ml-incr/tree/esm
[esm-readme]: https://github.com/stdlib-js/ml-incr/blob/esm/README.md
[branches-url]: https://github.com/stdlib-js/ml-incr/blob/main/branches.md

[stdlib-license]: https://raw.githubusercontent.com/stdlib-js/ml-incr/main/LICENSE

<!-- <toc-links> -->

[@stdlib/ml/incr/binary-classification]: https://www.npmjs.com/package/@stdlib/ml-incr-binary-classification

[@stdlib/ml/incr/kmeans]: https://www.npmjs.com/package/@stdlib/ml-incr-kmeans

[@stdlib/ml/incr/sgd-regression]: https://www.npmjs.com/package/@stdlib/ml-incr-sgd-regression

<!-- </toc-links> -->

</section>

<!-- /.links -->