Deep Learning Research: An Overview

Abstract

Deep learning technology has been a significant study area in the field of machine learning with the advent of big data, and it has been extensively used in image processing, natural language processing, voice recognition, and online advertising, among other applications. This article covers many elements of deep learning techniques, such as typical deep learning models and optimization approaches, widely used open-source frameworks, current issues, and future research prospects. First, we'll go over some of the most common deep learning models and optimization techniques; second, we'll go over some of the most common deep learning models and optimization methods; and third, we'll go over some of the most common deep learning models and optimization methods. Finally, we go through several popular deep learning frameworks and platforms. Finally, we discuss deep learning's most recent acceleration technologies as well as its future research.