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Data Processing with Optimus. Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark

Data Processing with Optimus. Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark

Dr. Argenis Leon, Luis Aguirre

E-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.
  • 1. Hi Optimus!
  • 2. Data Loading, Saving, and File Formats
  • 3. Data Wrangling
  • 4. Combining, Reshaping, and Aggregating Data
  • 5. Data Visualization and Profiling
  • 6. String Clustering
  • 7. Feature Engineering
  • 8. Machine Learning
  • 9. Natural Language Processing
  • 10. Hacking Optimus
  • 11. Optimus as a Web Service
  • Titel: Data Processing with Optimus. Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark
  • Autor: Dr. Argenis Leon, Luis Aguirre
  • Originaler Titel: Data Processing with Optimus. Supercharge big data preparation tasks for analytics and machine learning with Optimus using Dask and PySpark
  • ISBN: 9781801077750, 9781801077750
  • Veröffentlichungsdatum: 2021-09-03
  • Format: E-book
  • Artikelkennung: e_2a8w
  • Verleger: Packt Publishing