Data Science¶

2024/12/15
in RecSys Challenge 2024, Recommendation Systems, Model Selection, Data Science, Deep Learning Recommendation Models
24 min read

RecSys Challenge 2024: Model Selection

Introduction

Purpose

This article will cover model selection in the RecSys Challenge 2024. The content will be structured into the following sections:

News RecSys
Model Selection

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

2024/04/28
in Recommendation Systems, Data Science, Deep Learning Recommendation Models
20 min read

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?

2024/04/25
in RecSys Challenge 2024, Recommendation Systems, Exploratory Data Analysis, Data Science
22 min read

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!