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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

The content of next chapters

We learned what Kaggle is and how we can use the resources and features of the platform. Let’s take a quick look into the content of the next chapters that focus on how to create original, insightful, and recognizable content in the Notebooks space.

Getting ready for Kaggle environment

You learn here more details about Code features on Kaggle, with information about the computing environments, how to use the online editor, how to fork and modify an existing example, how to use the source control facilities on Kaggle to either save or save and run a new Notebook.

Starting our travel – how to survive on Titanic?

Most of the Kagglers will start their journey on the platform with this competition. Although is using a small and simple dataset, it has some hidden insights that we will explore together. Here we start to build the skills that we will further develop in the book. We introduce some tools for data analysis in Python (pandas and numpy...

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