April 25, 2023, 6:01 p.m. | Ulrik Thyge Pedersen

Towards AI - Medium pub.towardsai.net

Remove your Data Transformation Bottlenecks with Parallelization

Image by Author with @MidJourney

Introduction

Python’s Pandas library is one of the most popular tools for data manipulation and analysis. However, Pandas can struggle with large datasets that exceed memory capacity, which can lead to slow performance and memory errors. This is where Modin comes in.

Modin is a parallel and distributed computing API for dataframes in Python, built on top of Pandas. It enables faster data manipulation and analysis by utilizing …

code data science line machine learning modin pandas pandas-dataframe programming

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