Название: Data Cleaning with Python for Data Analytics and Modeling: Master the Art of Data Cleaning, Transformation, and Preparation for Robust Analytics and Machine Learning Models
Автор: Ahmed Khorshid
Издательство: Independently published
Год: December 27, 2024
Страниц: 190
Язык: английский
Формат: pdf, epub
Размер: 10.1 MB
In the world of Data Science, clean data is the foundation of accurate analysis and reliable Machine Learning models. "Data Cleaning with Python" is your ultimate guide to mastering the essential techniques and tools for preparing data for analytics and modeling. Whether you're a data analyst, data scientist, or Machine Learning engineer, this book equips you with the skills to handle messy, incomplete, and inconsistent datasets with confidence. This comprehensive guide covers everything from the basics of data cleaning to advanced techniques, including handling missing data, removing duplicates, detecting outliers, and transforming data for Machine Learning. With practical examples, step-by-step tutorials, and real-world case studies, you'll learn how to use Python's powerful libraries like Pandas, NumPy, Scikit-learn, and OpenRefine to clean and preprocess data efficiently.