Multi-Task Architectures: A Comprehensive Guide

Lightweight Models for Real-Time Multi-Task Inference

Introduction

Have you ever wondered how to train a deep neural network to do many things? Such a model is referred to as a Multi-Task Architecture and can have benefits over a traditional approach that uses individual models for each task. A Multi-Task Architecture is a subset of Multi-Task Learning which is a general approach to training a model or set of models to perform multiple tasks simultaneously. …

artificial intelligence computer vision deep learning hands-on-tutorials machine learning