From Kagglers: Best Project Setup for DS and ML

From Kagglers: Best Project Setup for DS and ML

A collection of best practices from top Kagglers for project success. In this post, I researched some of the most upvoted notebooks and collected best practices for any project setup.

Introduction

Kaggle is a wonderful place. It is a gold mine of knowledge for data scientists and ML engineers. There are not many platforms where you can find high-quality, efficient, reproducible, awesome code all in the same place.

Apart from its massive community, Kaggle is well-known for its largest-on-the-planet competitions. Since its launch, it has been a host to 164 competitions. Competitions with such magnitude attracted many best experts and professionals around the world to the platform.

As a result, there are many high-quality notebooks and scripts for each competition and also for the massive amount of datasets Kaggle provides. In this post, I researched some of the most upvoted notebooks and collected best practices for any project setup. Enjoy!

Clickable Table of Contents (web-only)

∘ Introduction

∘ Setup itself

∘ Base libraries

∘ Scientific libraries

∘ Visual libraries

∘ Helper libraries

∘ Visual display setup

∘ Pandas options

∘ Set the random state

∘ Wrap Up

I have hyperlinked the documentation for each library and function used in the post.

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Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.