Data Engineering for Machine Learning Pipelines
eBook Details: Paperback: 661 pages Publisher: WOW! eBook (September 28, 2024) Language: English ISBN-10: 8868806018 ISBN-13: 978-8868806018 eBook Description: Data Engineering for Machine Learning Pipelines: From Python Libraries to ML Pipelines and Cloud Platforms This Data Engineering for Machine Learning Pipelines book covers modern data engineering functions and important Python libraries, to help you develop state-of-the-art ML pipelines and integration code. The book begins by explaining data analytics and transformation, delving into the Pandas library, its capabilities, and nuances. It then explores emerging libraries such as Polars and CuDF, providing insights into GPU-based computing and cutting-edge data manipulation techniques. The text discusses the...