> ## Documentation Index
> Fetch the complete documentation index at: https://docs.monostate.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Welcome to AI Training

> Train custom AI models without the complexity

# AI Training by Monostate

Welcome to AI Training, an open-source platform that makes training custom AI models accessible to everyone. Whether you're a developer looking to fine-tune models for production, a researcher exploring new techniques, or someone just starting with machine learning, we provide the tools and interfaces to train models that work for your specific needs.

<Card title="Try the Platform" icon="rocket" href="https://playground.monostate.ai">
  Our cloud training platform is now live — manage datasets, generate synthetic data, run training jobs, and analyze results with no setup required.
</Card>

<a href="https://www.producthunt.com/products/monostate?embed=true&utm_source=badge-featured&utm_medium=badge&utm_campaign=badge-monostate" target="_blank" rel="noopener noreferrer">
  <img alt="Monostate - Vibe Training AI models | Product Hunt" width="250" height="54" src="https://api.producthunt.com/widgets/embed-image/v1/featured.svg?post_id=1096047&theme=light&t=1773340305351" />
</a>

<div style={{ marginTop: '2rem', marginBottom: '2rem' }}>
  <iframe width="100%" height="400" src="https://www.youtube.com/embed/QLQ0j7__FWo" title="AI Training Introduction" frameBorder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowFullScreen />
</div>

## Quick Overview

AI Training gives you:

* **Multiple training methods** - Teach AI through rewards, human feedback, or examples (techniques like DPO, ORPO, PPO)
* **Memory-efficient training** - Run on regular computers, not just expensive GPUs (using LoRA, quantization)
* **Three ways to work** - Visual interface, command line, or API - pick what suits you
* **Multiple data types** - Train models using text, images, or structured data

## The Problem vs Our Solution

<Table>
  <thead>
    <tr>
      <th>Traditional ML Training</th>
      <th>AI Training Platform</th>
    </tr>
  </thead>

  <tbody>
    <tr>
      <td>Need deep technical knowledge</td>
      <td>Works out of the box with smart defaults</td>
    </tr>

    <tr>
      <td>Complex setup and configuration</td>
      <td>Pre-configured for common tasks</td>
    </tr>

    <tr>
      <td>Requires expensive GPUs</td>
      <td>Runs on regular computers with optimization</td>
    </tr>

    <tr>
      <td>Trial and error takes weeks</td>
      <td>Get results in hours with guided workflows</td>
    </tr>
  </tbody>
</Table>

## Start Here: The Interactive Wizard

The fastest way to train your first model is the **Interactive Wizard**. First, install:

```bash theme={null}
pip install aitraining
```

Then run:

```bash theme={null}
aitraining
```

The wizard guides you step-by-step through:

1. Choosing a trainer type (LLM, classification, vision, etc.)
2. Selecting a model that fits your hardware
3. Configuring your dataset
4. Starting training with smart defaults

No configuration files, no command memorization. Type `:help` at any step to learn more.

<Card title="Wizard Guide" icon="wand-magic-sparkles" href="/wizard/overview">
  Complete walkthrough of the interactive wizard - the easiest way to get started
</Card>

## Other Ways to Train

<CardGroup cols={3}>
  <Card title="Chat Interface" icon="comments" href="/chat/launching">
    Web UI for testing trained models interactively.
  </Card>

  <Card title="Command Line" icon="terminal" href="/cli/installation-setup">
    Full CLI for automation and scripting.
  </Card>

  <Card title="Python API" icon="python" href="/api/introduction">
    Programmatic access for integration.
  </Card>
</CardGroup>

## What Can You Train?

* **Chatbots & Assistants** - Make AI that talks like what you want
* **Text Analysis** - Detect sentiment, classify documents, extract information
* **Image Recognition** - Identify objects, classify images, detect patterns
* **Data Predictions** - Forecast trends from spreadsheets and databases
* **Translation & Summarization** - Convert between languages or condense text

## Get Started

<CardGroup cols={2}>
  <Card title="Install Now" icon="download" href="/foundations/installation">
    5-minute setup guide
  </Card>

  <Card title="Train Your First Model" icon="wand-magic-sparkles" href="/wizard/sft-walkthrough">
    Step-by-step wizard walkthrough
  </Card>
</CardGroup>

***

<Note>
  AI Training is based on Hugging Face's AutoTrain but adds new training methods and optimizations. It's open source and free to use.
</Note>

## Explore More

<CardGroup cols={2}>
  <Card title="Use Cases" icon="lightbulb" href="https://monostate.com/use-cases">
    See real-world applications of AI Training
  </Card>

  <Card title="Monostate" icon="building" href="https://monostate.com">
    Learn more about our company and research
  </Card>
</CardGroup>