---
title: "Overfitting animated icon"
description: "Overfitting animated icon (Model training & fine-tuning). A fitted curve flexes around three fixed observations in a plot window. Light adds a restrained 1.8-unit wave; Strong pulls the fit 3.7 units around the samples, releases it and settles. Observation points and the window never move."
canonical: https://generativeicons.lottiefiles.com/icons/overfitting/
---

# Overfitting animated icon

A fitted curve flexes around three fixed observations in a plot window. Light adds a restrained 1.8-unit wave; Strong pulls the fit 3.7 units around the samples, releases it and settles. Observation points and the window never move.

- Id: `overfitting`
- Category: Model training & fine-tuning
- Search terms: high variance, memorization, memorisation, poor generalization, generalization, regularization, regularisation, curve fitting, model fit, underfitting, bias variance, fit noise
- One action, back to rest
- Styles: outline, solid, duotone; outline weights 1.5, 2, 2.5 (any from 1 to 3); motion light or strong
- File: https://generativeicons.lottiefiles.com/assets/overfitting.lottie (dotLottie, 6169 bytes, sha256 8099378e390f066d46fbdf13b57ed7a8fa78759fe3af1202c71baafbc1da0bb8)
- License: MIT

## Install

```sh
npm install @lottiefiles/generative-icons-runtime
npx generative-icons init
npx generative-icons add overfitting
```

## React

```tsx
// npm install @lottiefiles/generative-icons-react
'use client';
import { AnimatedIcon } from '@lottiefiles/generative-icons-react';
import icon, { src } from './generative-icons/overfitting.mjs';

export function OverfittingIcon() {
  return <AnimatedIcon icon={icon} src={src} size={32}
    color="#ffffff" variant="outline" weight={2}
    motion="light" theme="dark" />;
}
```

## JavaScript

```js
import { createIcon } from '@lottiefiles/generative-icons-runtime';
import icon, { src } from './generative-icons/overfitting.mjs';

const handle = await createIcon(canvas, {
  icon, src,
  color: '#ffffff', style: 'outline', weight: 2,
  motion: 'light', theme: 'dark'
});
button.addEventListener('click', () => handle.play());
// On removal: handle.destroy();
```

More: https://generativeicons.lottiefiles.com/icons/overfitting/ · https://generativeicons.lottiefiles.com/api/icons/overfitting