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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

What is a good solution to an analytics competition?

It is important to stress from the start that one good solution for an analytics competition is not necessarily a complete exploratory data analysis. From experience with several analytics competitions and looking to the highest ranked solutions, sometime is quite the opposite. Criteria for scoring a solution of an analytics competition are changing in time, but some are repeatedly adopted. The evaluators will frequently look to the originality of the approach, to the composition and to the documentation. To obtain high scores on all these criteria, the authors will have to prepare very well. An extended exploration of the data is still necessary, so that all results presented can be well documented. While useful for the research, this approach doesn’t need to be fully included in the narrative of the solution Notebook. Actually, the author could select and discuss, in his story, a small part of the data, as long as the narrative...

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