Lean Six Sigma 4.0: Optimizing Processes, Reducing Waste, and Driving Efficiency with AI & Python
商品資訊
ISBN13:9781967679126
出版社:Lightning Source Inc
作者:Francis Dakubo
出版日:2025/04/02
裝訂:平裝
規格:27.9cm*21.6cm*4.8cm (高/寬/厚)
重量:2141克
商品簡介
Revolutionize Process Improvement with Lean Six Sigma, Machine Learning, and Python!
In an era where data drives decisions, and technology transforms industries, Lean Six Sigma 4.0: Machine learning and Python for the Future of Business Process Optimization is your comprehensive guide to mastering process optimization through cutting-edge tools and techniques. This book seamlessly integrates the foundational principles of Lean Six Sigma with the power of Artificial Intelligence (AI) and the versatility of Python, equipping you with the skills to solve complex business problems and drive impactful change.
From understanding the core concepts of Lean and Six Sigma to leveraging AI-powered predictive analytics, this book takes you on a structured learning journey across four progressive phases:
- Foundations of Lean Six Sigma and Python Programming - Learn the basics, including DMAIC, DMADV, Value Stream Mapping, and Python fundamentals.
- Intermediate Mastery - Apply Lean Six Sigma tools with Python for data analysis, hypothesis testing, regression, and design of experiments.
- Machine Learning Powered Lean Six Sigma - Explore machine learning, natural language processing, image recognition, and big data analytics for advanced process improvements.
- Business Case Portfolio Development - Build a professional portfolio with real-world projects showcasing measurable process improvements and automation solutions.
Why This Book?
Hands-On Approach: Step-by-step Python codes, AI algorithms, and practical examples for immediate application.
Interactive Learning: To deepen your understanding, case studies, visual tools, and exercises.
Comprehensive Coverage: Topics include process capability analysis, control charts, DOE, FMEA, machine learning models, IoT integration, and supply chain optimization.
Career Advancement: Develop in-demand skills sought after in industries like manufacturing, healthcare, finance, and logistics.
Whether you're a quality professional, data scientist, process engineer, or someone passionate about operational excellence, this book provides the tools and knowledge to enhance your decision-making capabilities and lead transformative projects.
Join the revolution in process optimization-harness the synergy of Lean Six Sigma, AI, and Python to drive efficiency, eliminate waste, and achieve operational excellence.
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