docs/static_site/src/pages/api/api.html

---
layout: page
title: Docs
subtitle: Documentation for the supported language bindings
action: Get Started
action_url: /get_started
permalink: /api/
tag: main_docs

faq_categories:
- Deployment Environments
- Model
- Speed
- Security
- Extend and Contribute to MXNet

docs:
- title: Python
  guide_link: /api/python.html
  api_link: /api/python/docs/api
  tutorial_link: /api/python/docs/tutorials
  icon: /assets/img/python_logo.svg
  tag: python
---
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{%- for doc in page.docs -%}
  {%- if doc.tag == 'python' -%}
    <h2>Python API</h2>
    <div class="row docs-hero">
      <div class="col-4 docs-hero-left">
        <div class="docs-card">
            <div class="docs-logo-container">
                <img class="docs-logo-image" src="{{doc.icon | relative_url}}">
            </div>
            <div class="docs-action-btn">
              <a href="{{doc.guide_link | relative_url}}"> <img src="{{'assets/img/compass.svg' | relative_url}}" class="docs-logo-docs">{{doc.title}} Guide  <span class="span-accented">›</span></a>
            </div>
            <div class="docs-action-btn">
              <a href="{{doc.tutorial_link | relative_url}}"> <img src="{{'assets/img/video-tutorial.svg' | relative_url}}" class="docs-logo-docs">{{doc.title}} Tutorials  <span class="span-accented">›</span></a>
            </div>
            <div class="docs-action-btn">
              <a href="{{doc.api_link | relative_url}}"> <img src="{{'assets/img/api.svg' | relative_url}}" class="docs-logo-docs">{{doc.title}} API Reference  <span class="span-accented">›</span></a>
            </div>
        </div>
      </div>

    <div class="col-8 docs-hero-right">
        <h4>Python-first API</h4>
        <p>MXNet provides a comprehensive and flexible Python API to serve a broad community of developers with different levels of experience and wide ranging requirements. Current efforts are focused on the
        <a href="{{doc.api_link | relative_url}}"></a>Gluon API. Gluon provides a clear, concise, and simple API for deep learning. It makes it easy to prototype, build, and train deep learning models without sacrificing training speed.</p>
        <p>You can checkout the <a href="{{'/ecosystem'|relative_url}}">rich ecosystem</a> built around Apache MXNet Gluon, including <a href="https://d2l.ai">D2L.ai</a>, <a href="https://gluon-cv.mxnet.io">GluonCV</a>,
        <a href="https://gluon-nlp.mxnet.io">GluonNLP</a> and <a href="https://gluon-ts.mxnet.io">GluonTS</a>.</p>
        <p>While most of the usability improvement around training are focused on the python API, the performance of MXNet is accessible through a variety of different language bindings, checkout their respective API and guides below!</p>
      </div>

    </div>
  {%- endif -%}
{%- endfor -%}
<h2>Other Bindings</h2>
<div class="row">
  <div class="language-binding-banner">
    <h4>Call for Contribution</h4>
    The Clojure, Java, Julia, R, and Scala language bindings of <a href="/versions/{{site.versions[1]}}/api">MXNet v1.x</a> were removed in v2.x due to some <a href="https://github.com/apache/incubator-mxnet/issues/17676">C APIs being deprecated</a> and the bindings rely on the deprecated APIs. You can still use these language bindings in v1.x.
    MXNet's new C APIs in v2.x can be used to reestablish your preferred language binding. Your contribution is welcome!
  </div>
</div>
</div> <!-- closing outer wrapper -->
<div class="docs-architecture">
    <div class="wrapper">
        <h2>MXNet Architecture</h2>
        <p>
        Building a high-performance deep learning library
        requires many systems-level design decisions.
        In this design note, we share the rationale
        for the specific choices made when designing _MXNet_.
        We imagine that these insights may be useful
        to both deep learning practitioners
        and builders of other deep learning systems.
        </p>
        <h4>Deep Learning System Design Concepts</h4>
        <p>
        The following pages address general design concepts for deep learning systems.
        Mainly, they focus on the following 3 areas:
        abstraction, optimization, and trade-offs between efficiency and flexibility.
        Additionally, we provide an overview of the complete MXNet system.
        </p>
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    </div>
</div>
<div class="docs-dev-guide">
  <div class="wrapper">
      <h2>Developer Guide</h2>
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  </div>
</div>
<div class="docs-faq">
    <div class="wrapper">
        <h2>FAQ</h2>
        <ul>
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