Tutorials

Fine-Tuning Image Classifiers with PyTorch and the timm library for Beginners

pytorch

image-classification

Learn how to fine-tune image classification models with PyTorch and the timm library by creating a hand gesture recognizer in this easy-to-follow guide for beginners.

Training YOLOX Models for Real-Time Object Detection in PyTorch

pytorch

object-detection

yolox

onnx

Learn how to train YOLOX models for real-time object detection in PyTorch by creating a hand gesture detection model.

Foundational Setup Guides

Step-by-step tutorials for setting up essential tools and platforms, designed to provide a solid foundation for a diverse range of projects.

Training Keypoint R-CNN Models with PyTorch

pytorch

keypoint-rcnn

keypoint-estimation

tutorial

Learn how to train Keypoint R-CNN models on custom datasets with PyTorch.

Torchvision Annotation Tutorials

pytorch

image-annotation

object-detection

keypoint-estimation

instance-segmentation

Tutorials showing how to load image annotation data from various formats and use it with torchvision.

ONNX Runtime in Unity

onnx

unity

tutorial

Tutorials for integrating ONNX Runtime into the Unity game engine.

Fine-Tuning Image Classifiers with Fastai and the timm library for Beginners

fastai

image-classification

onnx

Learn how to fine-tune image classification models with fastai and the timm library by creating a hand gesture recognizer in this easy-to-follow guide for beginners.

Training Mask R-CNN Models with PyTorch

pytorch

mask-rcnn

object-detection

instance-segmentation

tutorial

Learn how to train Mask R-CNN models on custom datasets with PyTorch.

TensorFlow.js in Unity

fastai

unity

tensorflow

webgl

yolox

object-detection

In this tutorial series, we explore how to create TensorFlow.js plugins for the Unity game engine.

How to Create an OpenVINO Plugin for Unity on Windows

fastai

openvino

unity

This tutorial series is a follow-up to the Fastai to Unity Beginner Tutorial, which covers using OpenVINO, an open-source toolkit for optimizing model inference, instead of Unity’s Barracuda library.

How to Create a LibTorch Plugin for Unity on Windows

fastai

libtorch

unity

This tutorial series is a follow-up to the Fastai to Unity Beginner Tutorial, which covers using LibTorch, the C++ distribution of PyTorch.

Fastai to Unity Beginner Tutorial

fastai

unity

barracuda

In this tutorial series, we will walk through training an image classifier using the fastai library and implementing it in a Unity game engine project using the Barracuda inference library.

Barracuda PoseNet Tutorial 2nd Edition

unity

barracuda

This tutorial series provides step-by-step instructions for how to perform human pose estimation in Unity with the Barracuda inference library.

End-to-End In-Game Style Transfer Tutorial

style-transfer

pytorch

unity

This tutorial series covers how to train your own style transfer model with PyTorch and implement it in Unity using the Barracuda library.

Miscellaneous Blender Tutorials

blender

python

A collection of miscellaneous tutorials for Blender.

Miscellaneous Unity Tutorials

unity

A collection of miscellaneous tutorials for the Unity game engine.