Use of Deep Learning in Modern Recommendation System: A Summary of Recent Works

by   Ayush Singhal, et al.

With the exponential increase in the amount of digital information over the internet, online shops, online music, video and image libraries, search engines and recommendation system have become the most convenient ways to find relevant information within a short time. In the recent times, deep learning's advances have gained significant attention in the field of speech recognition, image processing and natural language processing. Meanwhile, several recent studies have shown the utility of deep learning in the area of recommendation systems and information retrieval as well. In this short review, we cover the recent advances made in the field of recommendation using various variants of deep learning technology. We organize the review in three parts: Collaborative system, Content based system and Hybrid system. The review also discusses the contribution of deep learning integrated recommendation systems into several application domains. The review concludes by discussion of the impact of deep learning in recommendation system in various domain and whether deep learning has shown any significant improvement over the conventional systems for recommendation. Finally, we also provide future directions of research which are possible based on the current state of use of deep learning in recommendation systems.


page 1

page 2

page 3

page 4


A Survey of the Usages of Deep Learning in Natural Language Processing

Over the last several years, the field of natural language processing ha...

A Deep Hybrid Model for Recommendation Systems

Recommendation has been a long-standing problem in many areas ranging fr...

A Review of Speaker Diarization: Recent Advances with Deep Learning

Speaker diarization is a task to label audio or video recordings with cl...

Deep Learning for Diverse Data Types Steganalysis: A Review

Steganography and steganalysis are two interrelated aspects of the field...

DeepSeek: Content Based Image Search & Retrieval

Most of the internet today is composed of digital media that includes vi...

Automatic Generation of Descriptive Titles for Video Clips Using Deep Learning

Over the last decade, the use of Deep Learning in many applications prod...

Deep Learning Classification With Noisy Labels

Deep Learning systems have shown tremendous accuracy in image classifica...

Please sign up or login with your details

Forgot password? Click here to reset