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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 data

The competition requires the participants to identify or collect relevant data, besides the data provided by organizers. This includes loans information, Kiva global multidimensional poverty index (MPI) by region and location, loan theme and loan themes by region. The loans information include an unique id, loan theme id, loan theme type, local financial organization partner id, funded amount (how much Kiva provided to the local partner), loan amount (how much the local partner disbursed to the borrower), the activity of the borrower, sector, use of the loan, country code, country name, region, currency, posted time, disbursed time, funded time, duration in time for which the loan was disbursed, the total number of lenders that contributed to a loan, gender of borrowers, and repayment interval. Kiva MPI by region and location include region or country name, ISO-3 code for the country, region, world region, MPI value and the geolocation (latitude and longitude) of the current...

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