---
title: "Tutorials & Learning Resources | MONAI"
description: "Hands-on tutorials, notebooks, and learning resources for MONAI medical imaging AI framework."
canonical: https://project-monai.github.io/tutorials.html
audience: [researcher, engineer, newcomer]
last_updated: 2026-06-11
source: tutorials.html
---
Learn

# Tutorials & Learning  
Resources

Hands-on guides to help you master medical AI with MONAI.

[Browse Tutorials](#tutorials)

Framework

All Core Label Deploy

Level

All Beginner Intermediate Advanced

Tutorials

## Hands-On Learning

Curated notebooks, documentation, and video resources for learning MONAI.

[

Core Beginner

### Getting Started with MONAI

Introduction to MONAI Core concepts and basic operations.

Notebook

](https://github.com/Project-MONAI/tutorials/blob/main/2d_classification/mednist_tutorial.ipynb)[

Core Beginner

### Spleen 3D Segmentation

End-to-end 3D medical image segmentation tutorial.

Notebook

](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/spleen_segmentation_3d.ipynb)[

Core Beginner

### Transforms and Datasets

Learn MONAI's data loading and transform pipeline.

Notebook

](https://github.com/Project-MONAI/tutorials/blob/main/modules/transforms_demo_and_double.ipynb)[

Core Intermediate

### Auto3DSeg Tutorial

Automated 3D segmentation pipeline with algorithm selection.

Notebook

](https://github.com/Project-MONAI/tutorials/tree/main/auto3dseg)[

Core Intermediate

### SwinUNETR Segmentation

Swin Transformer-based multi-organ segmentation on BTCV.

Notebook

](https://github.com/Project-MONAI/tutorials/blob/main/3d_segmentation/swin_unetr_btcv_segmentation_3d.ipynb)[

Core Intermediate

### Custom Transforms

Creating your own MONAI transforms.

Notebook

](https://github.com/Project-MONAI/tutorials/blob/main/modules/custom_transforms.ipynb)[

Core Advanced

### MAISI - Medical Image Synthesis

Generate synthetic 3D CT images with latent diffusion.

Notebook

](https://github.com/Project-MONAI/tutorials/tree/main/generation/maisi)[

Core Advanced

### VISTA-3D Interactive Segmentation

Interactive 3D segmentation with point prompts.

Notebook

](https://github.com/Project-MONAI/tutorials/tree/main/vista3d)[

Core Advanced

### Federated Learning

Privacy-preserving distributed training with MONAI.

Notebook

](https://github.com/Project-MONAI/tutorials/tree/main/federated_learning)[

Label Beginner

### Getting Started with MONAI Label

Setup and first annotation session.

Docs

](https://docs.monai.io/projects/label/en/latest/quickstart.html)[

Label Beginner

### 3D Slicer Integration

Connect MONAI Label with 3D Slicer.

Docs

](https://docs.monai.io/projects/label/en/latest/installation.html)[

Label Intermediate

### Active Learning Strategies

Implement active learning for efficient annotation.

Notebook

](https://github.com/Project-MONAI/tutorials/tree/main/monailabel)[

Label Intermediate

### Custom MONAI Label App

Build your own annotation application.

Docs

](https://docs.monai.io/projects/label/en/latest/appdeployment.html)[

Deploy Beginner

### Creating Your First MAP

Package a model as a MONAI Application Package.

Docs

](https://docs.monai.io/projects/monai-deploy-app-sdk/en/stable/getting_started/index.html)[

Deploy Beginner

### DICOM Data Processing

Process DICOM data in deployment pipelines.

Docs

](https://docs.monai.io/projects/monai-deploy-app-sdk/en/stable/)[

All Frameworks Beginner

### MONAI Bootcamp 2023

Comprehensive workshop series covering Core, Label, and Deploy.

Video

](https://www.youtube.com/playlist?list=PLtoSVSQ2XzyD4zuSmTtgIciF0ZjzIDr7Y)[

All Frameworks Intermediate

### MONAI at MICCAI

Conference workshops and presentations.

Video

](https://www.youtube.com/c/Project-MONAI)

Resources

## Explore More

Dive deeper with the full range of MONAI learning materials.

[

### Tutorials Repository

Full collection of Jupyter notebooks on GitHub.

](https://github.com/Project-MONAI/tutorials)[

### Official Documentation

Comprehensive API reference and guides.

](https://monai.readthedocs.io/en/stable/)[

### YouTube Channel

Video tutorials, bootcamps, and talks.

](https://www.youtube.com/c/Project-MONAI)[

### Bootcamp Materials

Complete MONAI Bootcamp workshop series.

](https://www.youtube.com/playlist?list=PLtoSVSQ2XzyD4zuSmTtgIciF0ZjzIDr7Y)

## Start Building with MONAI

Ready to build your first medical AI application? Get started with installation and explore pre-trained models.

[Get Started](core.html#quick-start) [Browse Model Zoo](model-zoo.html)