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Recommendation Systems

Recommendation Systems: Overview

Introduction

Purpose

This article will cover an overview of recommendation systems. The content will be structured to answer the following questions:

  • What is RecSys?
  • What is the importance of Recommender Systems?
  • What are the main challenges faced in Recommender Systems?
  • What are the common evaluation metrics utilized in Recommender Systems?
  • What are the various methods employed in Recommendation Systems?
  • How has neural network architecture been utilized in Recommender Systems?

RecSys Challenge 2024: Exploratory Data Analysis

Introduction

Purpose

This article will cover the exploratory data analysis of the RecSys 2024 Challenge dataset. The content will be structured into the following sections:

  • Data Preprocessing
  • Functions
    • Plot Functions
    • Feature Functions
  • Feature Analysis
    • Overall Feature Analysis
    • Article
    • User
    • Session
    • Topic
    • Devices
    • Age

For more in-depth analysis, please check out the notebook!