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

# Overview

> High-level overview of the benefits and concepts of model training.

# Model Training Overview

Welcome to the Model Training section of Ocular Foundry! This guide provides a high-level overview of what model training is, why it's beneficial, and what you can achieve with it.

<Note>
  Model training lets you create a custom AI model specialized in detecting
  objects from your own images, leading to significantly higher accuracy for
  your specific use case.
</Note>

## What is Model Training?

Model training is the process of teaching an AI model to recognize specific patterns in your data. Instead of using a generic, one-size-fits-all model, you can train a custom, fine-tuned model using data curated and annotated with Ocular Founmdry.

## The Journey: From Data to a Custom Model

The relationship between your data and your trained models follows this structure, ensuring that your experiments are organized and reproducible.

```java theme={null}
Ocular
  ├── Project
  │     ├── Dataset
  │     │     ├── Version
  │     │     │     ├── Model
  │     │     │     └── ...
  │     │     └── ...
  │     └── ...
  └── ...
```

1. **Project**: The main container for your work.
2. **Dataset**: A collection of your images within a project.
3. **Version**: A snapshot of your dataset with specific annotations, from which you can train one or more models.

<Tip>
  This hierarchical structure aligns with how you organize your data in the
  Ocular Foundry platform, making it intuitive to manage your ML workflows.
</Tip>

## Core Benefits

* **Higher Accuracy**: A custom-trained model will always outperform a generic one on your specific data.
* **Specialized Knowledge**: The model learns the unique visual characteristics of the objects you care about.
* **Flexibility**: Experiment with different configurations to find the perfect balance of speed and accuracy.

<Check>
  Ready to start training? Head over to the [Model
  Training](/build-ai/model-training) guide to begin creating your first model.
</Check>