Book Image

The Kaggle Book

By : Konrad Banachewicz, Luca Massaron
5 (1)
Book Image

The Kaggle Book

5 (1)
By: Konrad Banachewicz, Luca Massaron

Overview of this book

Millions of data enthusiasts from around the world compete on Kaggle, the most famous data science competition platform of them all. Participating in Kaggle competitions is a surefire way to improve your data analysis skills, network with an amazing community of data scientists, and gain valuable experience to help grow your career. The first book of its kind, The Kaggle Book assembles in one place the techniques and skills you’ll need for success in competitions, data science projects, and beyond. Two Kaggle Grandmasters walk you through modeling strategies you won’t easily find elsewhere, and the knowledge they’ve accumulated along the way. As well as Kaggle-specific tips, you’ll learn more general techniques for approaching tasks based on image, tabular, textual data, and reinforcement learning. You’ll design better validation schemes and work more comfortably with different evaluation metrics. Whether you want to climb the ranks of Kaggle, build some more data science skills, or improve the accuracy of your existing models, this book is for you. Plus, join our Discord Community to learn along with more than 1,000 members and meet like-minded people!
Table of Contents (20 chapters)
Preface
1
Part I: Introduction to Competitions
6
Part II: Sharpening Your Skills for Competitions
15
Part III: Leveraging Competitions for Your Career
18
Other Books You May Enjoy
19
Index

Summary

In this chapter, we discussed simulation competitions, a new type of contest that is increasing in popularity. Compared to vision or NLP-centered ones, simulation contests involve a much broader range of methods (with somewhat higher mathematical content), which reflects the difference between supervised learning and reinforcement learning.

This chapter concludes the technical part of the book. In the remainder, we will talk about turning your Kaggle Notebooks into a portfolio of projects and capitalizing on it to find new professional opportunities.

Join our book’s Discord space

Join the book’s Discord workspace for a monthly Ask me Anything session with the authors:

https://packt.link/KaggleDiscord