Data Science for Supply Chain Forecasting

Data Science for Supply Chain Forecasting
Author :
Publisher : de Gruyter
Total Pages : 0
Release :
ISBN-10 : 3110671107
ISBN-13 : 9783110671100
Rating : 4/5 (07 Downloads)

Book Synopsis Data Science for Supply Chain Forecasting by : Nicolas Vandeput

Download or read book Data Science for Supply Chain Forecasting written by Nicolas Vandeput and published by de Gruyter. This book was released on 2021 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Open source statistical toolkits have progressed tremendously over the last decade. In this book Nicolas Vandeput demonstrates that these toolkits are more than enough to address real-world forecasting challenges as found in supply chains. Using data science in order to solve a problem requires a scientific mindset more than coding skills. Data Science for Supply Chain Forecasting contends that a true scientific method that includes experimentation, observation and constant questioning must be applied to supply chain as well. The first part of the book is focused on statistical "traditional" models and the second on machine learning. The various chapters are focused either on forecast models or on new concepts (overfit, underfit, kpi, outliers). The book is full of python examples to show the reader how to apply these models him/herself. This is a book for practitioners focusing on data science and machine learning and demonstrates how both are closely interlinked in order to create an advanced forecast for supply chain. Through its hands-on approach, it is accessible to a large audience of supply chain practitioners.


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