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Data Processing with Optimus

Data Processing with Optimus

By : Dr. Argenis Leon , Luis Aguirre Contreras
4.8 (4)
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Data Processing with Optimus

Data Processing with Optimus

4.8 (4)
By: Dr. Argenis Leon , Luis Aguirre Contreras

Overview of this book

Optimus is a Python library that works as a unified API for data cleaning, processing, and merging data. It can be used for handling small and big data on your local laptop or on remote clusters using CPUs or GPUs. The book begins by covering the internals of Optimus and how it works in tandem with the existing technologies to serve your data processing needs. You'll then learn how to use Optimus for loading and saving data from text data formats such as CSV and JSON files, exploring binary files such as Excel, and for columnar data processing with Parquet, Avro, and OCR. Next, you'll get to grips with the profiler and its data types - a unique feature of Optimus Dataframe that assists with data quality. You'll see how to use the plots available in Optimus such as histogram, frequency charts, and scatter and box plots, and understand how Optimus lets you connect to libraries such as Plotly and Altair. You'll also delve into advanced applications such as feature engineering, machine learning, cross-validation, and natural language processing functions and explore the advancements in Optimus. Finally, you'll learn how to create data cleaning and transformation functions and add a hypothetical new data processing engine with Optimus. By the end of this book, you'll be able to improve your data science workflow with Optimus easily.
Table of Contents (16 chapters)
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1
Section 1: Getting Started with Optimus
4
Section 2: Optimus – Transform and Rollout
10
Section 3: Advanced Features of Optimus

Summary

In this chapter, we did a deep dive into how Optimus was built and helped you learn how to expand what Optimus can do, from creating a new engine to loading and saving data and processing string and numeric data.

This can give you a lot of flexibility. You also learned how to build a full-fledged frontend interface in which you can use Optimus as the backend to process data on any of the engines that are available.

In the next chapter, we will talk about the Optimus server and how you can use it to process data using an easy-to-use API.

If you find any other inconsistencies in the API, please let us know.

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