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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

Exploring notebook capabilities

Notebooks serve as powerful tools for data exploration, model training, and running inferences. In this section, we will examine the various capabilities that Kaggle Notebooks have to offer.

We will start off with the most frequently used features of notebooks. We will go through the options to add various resources to a notebook (data and models) and to modify the execution environment. Then, we continue with more advanced features, which will include setting up utility scripts, adding or using secrets, using Google Cloud services, or upgrading a notebook to a Google Cloud AI Notebook. Let’s get started!

Basic capabilities

On the right-side panel, we have quick menu actions for access to frequently used features of notebooks. In the following screenshot, we take a more detailed look at these quick menu actions.

Figure 2.6: Zoomed-in view of the right-side panel with quick menus

As you can see, the first quick menu actions...

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