Data Preprocessing: Optimizing Data Quality and Structure for Effective Analysis and Machine Learning

Written by Brian Murray

Narrated by Ray Collins

Data Preprocessing: Optimizing Data Quality and Structure for Effective Analysis and Machine Learning is a comprehensive guide to the process of preparing data for analysis and machine learning. With the exponential growth of data in today's world, effective data preprocessing has become a critical step in the success of any data analysis or machine learning project. This book provides a detailed overview of the fundamental concepts, techniques, and best practices involved in data preprocessing, along with practical examples and case studies.

The book covers a range of topics, including data cleaning, transformation, integration, reduction, and discretization, as well as specific applications of data preprocessing for image, audio, text, and time-series data. The author provides an overview of the different tools and techniques available for data preprocessing, along with real-world examples and case studies in different industries and domains.

Readers will learn how to handle missing values, outliers, and irrelevant data, as well as how to transform, scale, and select features. They will also gain an understanding of the challenges involved in data preprocessing, as well as emerging trends and technologies in the field. Whether you are a data scientist, machine learning engineer, or analyst, this book is an essential resource for optimizing the quality and structure of your data for effective analysis and machine learning.

 

• Language: English
• Publisher: Brian Murray
• Release date: Nov 28, 2024
• ISBN: 9798347883202

Brian Murray

Brian Murray is the best-selling author of Crushing It in Apartments and Commercial Real Estate and a real estate investor with more than thirteen years of experience. Without raising any outside capital, Brian bootstrapped his way from newbie investor to founder and CEO of Washington Street Properties, a commercial real estate investment and property management company that has been ranked on the Inc. 5000 list of the nation’s fastest-growing private companies for five years. In 2015, Brian was recognized with a Gold Stevie Award for Executive of the Year in the real estate industry. He is also the key principal and asset manager for Open Door Capital, a real estate investment firm that helps clients achieve superior returns through the acquisition of value-add manufactured housing communities. He currently lives in Alpharetta, a city just north of Atlanta, Georgia.