Machine Learning with LightGBM and Python
Machine Learning with LightGBM and Python:
A practitioner's guide to developing production-ready machine learning systems
English | 2023 | ISBN: 1800564740 | 387 Pages | MOBI EPUB (True) | 15 MB
A practitioner's guide to developing production-ready machine learning systems
English | 2023 | ISBN: 1800564740 | 387 Pages | MOBI EPUB (True) | 15 MB
This book will get you acquainted with the high-performance gradient-boosting LightGBM framework and show you how it can be used to solve various machine-learning problems to produce highly accurate, robust, and predictive solutions. Starting with simple machine learning models in scikit-learn, you’ll explore the intricacies of gradient boosting machines and LightGBM. You’ll be guided through various case studies to better understand the data science processes and learn how to practically apply your skills to real-world problems. As you progress, you’ll elevate your software engineering skills by learning how to build and integrate scalable machine-learning pipelines to process data, train models, and deploy them to serve secure APIs using Python tools such as FastAPI.