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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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1
Introducing Kaggle and Its Basic Functions
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4
Take a Break and Have a Beer or Coffee in London
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6
Can You Predict Bee Subspecies?
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12
Other Books You May Enjoy
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13
Index
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Who this book is for

The book is intended for a wide audience with a keen interest in data science and machine learning and who would like to use Kaggle Notebooks to improve their skills as well as raise their Kaggle Notebooks ranks. To be precise, this book caters to:

  • Absolute beginners on their Kaggle journey
  • Experienced contributors who would like to develop various data ingestion, preparation, exploration, and visualization skills
  • Experts who want to learn from one of the early Kaggle Notebooks Grandmasters how to rise in the upper Kaggle rankings
  • Professionals who already use Kaggle for learning and competing and would like to learn more about data analytics

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