Overfitting in Deep Learning

A simple guide on the problem of overfitting and ways to prevent it.

Photo by National Cancer Institute on Unsplash

Introduction

The recent success of Deep Learning is based on enormous networks with millions of parameters and big data. This simple recipe revolutionized the industry in many areas like image classification or natural language processing. As it turns out, it’s a…