Sign-In
Cart
Machine Learning with LightGBM and Python: A practitioner's guide to developing production-ready machine learning systems
Paperback
ISBN13: 9781800564749
Publisher: Packt Pub
Published: Sep 29 2023
Pages: 252
Weight: 0.97
Height: 0.53 Width: 7.50 Depth: 9.25
Language: English
Take your software to the next level and solve real-world data science problems by building production-ready machine learning solutions using LightGBM and Python
Key Features:
- Get started with LightGBM, a powerful gradient-boosting library for building ML solutions
- Apply data science processes to real-world problems through case studies
- Elevate your software by building machine learning solutions on scalable platforms
- Purchase of the print or Kindle book includes a free PDF eBook
Book Description:
Machine Learning with LightGBM and Python is a comprehensive guide to learning the basics of machine learning and progressing to building scalable machine learning systems that are ready for release.
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.
By the end of this book, you'll be well equipped to use various state-of-the-art tools that will help you build production-ready systems, including FLAML for AutoML, PostgresML for operating ML pipelines using Postgres, high-performance distributed training and serving via Dask, and creating and running models in the Cloud with AWS Sagemaker.
What You Will Learn:
- Get an overview of ML and working with data and models in Python using scikit-learn
- Explore decision trees, ensemble learning, gradient boosting, DART, and GOSS
- Master LightGBM and apply it to classification and regression problems
- Tune and train your models using AutoML with FLAML and Optuna
- Build ML pipelines in Python to train and deploy models with secure and performant APIs
- Scale your solutions to production readiness with AWS Sagemaker, PostgresML, and Dask
Who this book is for:
This book is for software engineers aspiring to be better machine learning engineers and data scientists unfamiliar with LightGBM, looking to gain in-depth knowledge of its libraries. Basic to intermediate Python programming knowledge is required to get started with the book.
The book is also an excellent source for ML veterans, with a strong focus on ML engineering with up-to-date and thorough coverage of platforms such as AWS Sagemaker, PostgresML, and Dask.
Also in
Programming
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Collector's Edition
Piggyback
Hardcover
Accelerate: The Science of Lean Software and DevOps: Building and Scaling High Performing Technology Organizations
Humble, Jez
Kim, Gene
Forsgren Phd, Nicole
Paperback
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
The Pragmatic Programmer: Your Journey to Mastery, 20th Anniversary Edition
Thomas, David
Hunt, Andrew
Hardcover
Cracking the Coding Interview: 189 Programming Questions and Solutions
McDowell, Gayle Laakmann
Paperback
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Standard Edition
Piggyback
Paperback
Vibe Coding: Building Production-Grade Software with Genai, Chat, Agents, and Beyond
Yegge, Steve
Kim, Gene
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
Learning Web Design: A Beginner's Guide to Html, Css, Javascript, and Web Images
Robbins, Jennifer
Paperback
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Kim, Gene
Humble, Jez
Debois, Patrick
Paperback
The Manager's Path: A Guide for Tech Leaders Navigating Growth and Change
Fournier, Camille
Paperback
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
Make: Electronics: Learning by Discovery: A Hands-On Primer for the New Electronics Enthusiast
Platt, Charles
Paperback
The Staff Engineer's Path: A Guide for Individual Contributors Navigating Growth and Change
Reilly, Tanya
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
Linux Basics for Hackers, 2nd Edition: Getting Started with Networking, Scripting, and Security in Kali
Occupytheweb
Paperback
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Sadalage, Pramod
Ford, Neal
Richards, Mark
Paperback
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Berryman, John
Ziegler, Albert
Paperback
Architecture for Flow: Adaptive Systems with Domain-Driven Design, Wardley Mapping, and Team Topologies
Kaiser, Susanne
Paperback
This Is Service Design Doing: Applying Service Design Thinking in the Real World
Lawrence, Adam
Hormess, Markus Edgar
Stickdorn, Marc
Paperback
Learning Php, MySQL & JavaScript: A Step-By-Step Guide to Creating Dynamic Websites
Nixon, Robin
Paperback
Arduino Programming for Beginners: A Comprehensive Beginner's Guide to Learn the Realms of Arduino Programming from A-Z
Protosmith, Ada
Paperback
Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software
Robson, Elisabeth
Freeman, Eric
Paperback
The Official Raspberry Pi Handbook 2026: Astounding Projects with Raspberry Pi Computers
Makers of Raspberry Pi Official Magazine, The
Paperback
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
Agile Project Management for Dummies
Layton, Mark C.
Ostermiller, Steven J.
Kynaston, Dean J.
Paperback
Get Started with Micropython on Raspberry Pi Pico: The Official Raspberry Pi Pico Guide
Everard, Ben
Halfacree, Gareth
Paperback
Frictionless: 7 Steps to Remove Barriers, Unlock Value, and Outpace Your Competition in the AI Era
Forsgren, Nicole
Noda, Abi
Paperback
Arduino Programming for Beginners: Simple and Effective Methods to Learn Arduino Programming Efficiently
Protosmith, Ada
Paperback
Concrete Mathematics: A Foundation for Computer Science
Knuth, Donald
Graham, Ronald
Patashnik, Oren
Hardcover
Pro C# 10 with .Net 6: Foundational Principles and Practices in Programming
Japikse, Phil
Troelsen, Andrew
Paperback
Python Programming for Young Coders: A Hands-On, Project-Based Introduction to Coding for Beginners, Kids, and Teens
Pandey, Anand
Paperback
Computer Science from Scratch: Building Interpreters, Art, Emulators and ML in Python
Kopec, David
Paperback
Learning Domain-Driven Design: Aligning Software Architecture and Business Strategy
Khononov, Vlad
Paperback
The Official Raspberry Pi Handbook 2025: Projects, Tutorials, Interviews, and Reviews from the Magpi Magazine
Makers of the Magpi Magazine, The
Paperback
How to Measure Anything in Project Management
Hubbard, Douglas W.
Bang Leed, Andreas
Budzier, Alexander
Hardcover
High Performance Python: Practical Performant Programming for Humans
Ozsvald, Ian
Gorelick, Micha
Paperback
Living a Jewish Life, Revised and Updated: Jewish Traditions, Customs, and Values for Today's Families
Cooper, Howard
Diamant, Anita
Paperback
The Software Architect Elevator: Redefining the Architect's Role in the Digital Enterprise
Hohpe, Gregor
Paperback
Coding Roblox Games Made Easy - Second edition: Create, Publish, and Monetize your games on Roblox
Brumbaugh, Zander
Paperback
Site Reliability Engineering: How Google Runs Production Systems
Jones, Chris
Beyer, Betsy
Murphy, Niall Richard
Paperback
Cloud Application Architecture Patterns: Designing, Building, and Modernizing for the Cloud
Woolf, Bobby
Yoder, Joseph
Brown, Kyle
Paperback
Serious Cryptography, 2nd Edition: A Practical Introduction to Modern Encryption
Aumasson, Jean-Philippe
Paperback
Ruined by Design: How Designers Destroyed the World, and What We Can Do to Fix It
Monteiro, Mike
Paperback
Spies, Lies, and Algorithms: The History and Future of American Intelligence
Zegart, Amy B.
Paperback
Electronic Music and Sound Design - Theory and Practice with Max 8 - volume 3
Cipriani, Alessandro
Giri, Maurizio
Paperback
ARM Assembly Language Programming with Raspberry Pi using GCC
Mazidi, Muhammad Ali
Naimi, Sarmad
Yaghini, Azalia
Paperback
Modern Concurrency in Java: Virtual Threads, Structured Concurrency, and Beyond
Rahman, A. N. M. Bazlur
Paperback
Data Engineering Design Patterns: Recipes for Solving the Most Common Data Engineering Problems
Konieczny, Bartosz
Paperback
Head First JavaScript Programming: A Learner's Guide to Modern JavaScript
Freeman, Eric
Robson, Elisabeth
Paperback