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Developing Kaggle Notebooks

Developing Kaggle Notebooks

By : Gabriel Preda
5 (29)
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Developing Kaggle Notebooks

Developing Kaggle Notebooks

5 (29)
By: Gabriel Preda

Overview of this book

Developing Kaggle Notebooks introduces you to data analysis, with a focus on using Kaggle Notebooks to simultaneously achieve mastery in this fi eld and rise to the top of the Kaggle Notebooks tier. The book is structured as a sevenstep data analysis journey, exploring the features available in Kaggle Notebooks alongside various data analysis techniques. For each topic, we provide one or more notebooks, developing reusable analysis components through Kaggle's Utility Scripts feature, introduced progressively, initially as part of a notebook, and later extracted for use across future notebooks to enhance code reusability on Kaggle. It aims to make the notebooks' code more structured, easy to maintain, and readable. Although the focus of this book is on data analytics, some examples will guide you in preparing a complete machine learning pipeline using Kaggle Notebooks. Starting from initial data ingestion and data quality assessment, you'll move on to preliminary data analysis, advanced data exploration, feature qualifi cation to build a model baseline, and feature engineering. You'll also delve into hyperparameter tuning to iteratively refi ne your model and prepare for submission in Kaggle competitions. Additionally, the book touches on developing notebooks that leverage the power of generative AI using Kaggle Models.
Table of Contents (14 chapters)
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12
Other Books You May Enjoy
13
Index

Be generous: share your knowledge

The ascent of some of the most popular Kaggle Notebook Grandmasters can be attributed not only to their ability to create beautifully narrated notebooks but also to their willingness to share significant knowledge. By providing high-quality, well-explained model baselines, these Grandmasters have garnered widespread appreciation from their followers, earning upvotes that have solidified their status and propelled them up the ranks in the Notebooks category.

On numerous occasions, users on the Kaggle platform have shared insights into data that have been instrumental in significantly improving models for competition submissions. By offering useful starting points, highlighting important data features, or suggesting methods to tackle new types of problems, these users have strengthened the community and aided their followers in enhancing their skills. Apart from gaining recognition through notebooks, which are directly rewarded with upvotes and...

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