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Developing Kaggle Notebooks

You're reading from  Developing Kaggle Notebooks

Product type Book
Published in Dec 2023
Publisher Packt
ISBN-13 9781805128519
Pages 370 pages
Edition 1st Edition
Languages
Author (1):
Gabriel Preda Gabriel Preda
Profile icon Gabriel Preda

Table of Contents (14) Chapters

Preface 1. Introducing Kaggle and Its Basic Functions 2. Getting Ready for Your Kaggle Environment 3. Starting Our Travel – Surviving the Titanic Disaster 4. Take a Break and Have a Beer or Coffee in London 5. Get Back to Work and Optimize Microloans for Developing Countries 6. Can You Predict Bee Subspecies? 7. Text Analysis Is All You Need 8. Analyzing Acoustic Signals to Predict the Next Simulated Earthquake 9. Can You Find Out Which Movie Is a Deepfake? 10. Unleash the Power of Generative AI with Kaggle Models 11. Closing Our Journey: How to Stay Relevant and on Top 12. Other Books You May Enjoy
13. Index

Summary

In this chapter, we learned what Kaggle Notebooks are, what types we can use, and with what programming languages. We also learned how to create, run, and update notebooks. We then visited some of the basic features for using notebooks, which will allow you to start using notebooks in an effective way, to ingest and analyze data from datasets or competitions, to start training models, and to prepare submissions for competitions. Additionally, we also reviewed some of the advanced features and even introduced the use of the Kaggle API to further extend your usage of notebooks, allowing you to build external data and ML pipelines that integrate with your Kaggle environment.

The more advanced features give you more flexibility in using Kaggle Notebooks. With Utility scripts, you can create modular code, with specialized Python modules for ingesting data, performing statistical analysis on it, preparing visualizations, generating features, and building models. You can reuse...

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