Data Science For Supply Chain Forecasting PDF Download

Data Science for Supply Chain Forecasting PDF
Author: Nicolas Vandeput
Publisher:
ISBN: 9783110671100
Size: 77.50 MB
Format: PDF, Docs
Category :
Languages : en
Pages : 280
View: 3080

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Data Science For Supply Chain Forecasting Book Description:

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.

Data Science For Supply Chain Forecast PDF Download

Data Science for Supply Chain Forecast PDF
Author: Nicolas Vandeput
Publisher: Independently Published
ISBN: 9781730969430
Size: 60.19 MB
Format: PDF, ePub, Mobi
Category :
Languages : en
Pages : 237
View: 1179

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Data Science For Supply Chain Forecast Book Description:

Data Science for Supply Chain Forecast Data Science for Supply Chain Forecast is a book for practitioners focusing on data science and machine learning; it demonstrates how both are closely interlinked in order to create an advanced forecast for supply chain. As one will discover in this book, artificial intelligence (AI) & machine learning (ML) are not simply a question of coding skills. Using data science in order to solve a problem requires a scientific mindset more than coding skills. The story behind these models is one of experimentation, of observation and of constant questioning; a true scientific method must be applied to supply chain. In the data science field as well as that of the supply chain, simple questions do not come with simple answers. In order to resolve these questions, one needs to be both a scientist as well as to use the correct tools. In this book, we will discuss both. Is this Book for me? This book has been written for supply chain practitioners, forecasters and analysts who are looking to go the extra mile. You do not need technical IT skills to start using the models of this book. You do not need a dedicated server or expensive software licenses: you solely need your own computer. You do not need a PhD in mathematics: mathematics will only be utilized as a tool to tweak and understand the models. In the majority of the cases - especially when it comes to machine learning - a deep understanding of the mathematical inner workings of a model will not be necessary in order to optimize it and understand its limitations. Reviews "In an age where analytics and machine learning are taking on larger roles in the business forecasting, Nicolas' book is perfect solution for professionals who need to combine practical supply chain experience with the mathematical and technological tools that can help us predict the future more reliably." Daniel Stanton - Author, Supply Chain Management For Dummies "Open source statistical toolkits have progressed tremendously over the last decade. Nicolas demonstrates that these toolkits are more than enough to start addressing real-world forecasting challenges as found in supply chains. Moreover, through its hands-on approach, this book is accessible to a large audience of supply chain practitioners. The supply chain of the 21st century will be data-driven and Nicolas gets it perfectly." Joannes Vermorel - CEO Lokad "This book is unique in its kind. It explains the basics of Python using basic traditional forecasting techniques and shows how machine learning is revolutionizing the forecasting domain. Nicolas has done an outstanding job explaining a technical subject in an easily accessible way. A must-read for any supply chain professional." Professor Bram Desmet - CEO Solventure "This book is before anything a practical and business-oriented "DIY" user manual to help planners move into 21st-century demand planning. The breakthrough comes from several tools and techniques available to all, and which thanks to Nicolas' precise and concrete explanations can now be implemented in real business environments by any "normal" planner. I can confirm that Nicolas' learnings are based on real-life experience and can tremendously help on improving top and bottom lines." Henri-Xavier Benoist - VP Supply Chain Bridegstone EMEA

Supply Chain Management Strategies And Risk Assessment In Retail Environments PDF Download

Supply Chain Management Strategies and Risk Assessment in Retail Environments PDF
Author: Kumar, Akhilesh
Publisher: IGI Global
ISBN: 1522530576
Size: 41.81 MB
Format: PDF, Docs
Category : Business & Economics
Languages : en
Pages : 351
View: 2017

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Supply Chain Management Strategies And Risk Assessment In Retail Environments Book Description:

The proper understanding and managing of project risks and uncertainties is crucial to any organization. It is paramount that all phases of project development and execution are monitored to avoid poor project results from meager economics, overspending, and reputation. Supply Chain Management Strategies and Risk Assessment in Retail Environments is a comprehensive reference source for the latest scholarly material on effectively managing risk factors and implementing the latest supply management strategies in retail environments. Featuring coverage on relevant topics such as omni-channel retail, green supply chain, and customer loyalty, this book is geared toward academicians, researchers, and students seeking current research on the challenges and opportunities available in the realm of retail and the flow of materials, information, and finances between companies and consumers.

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Author: Філіп Тетлок
Publisher: Наш формат
ISBN: 6177513565
Size: 34.22 MB
Format: PDF, Docs
Category : Business & Economics
Languages : uk
Pages : 390
View: 2676

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Book Description:

Завдяки вмінню прогнозувати події можна уникнути помилок і досягти успіху в усіх сферах нашого життя. Однак мало кому до снаги передбачити, у що варто вкладати кошти, який новий продукт здатен завоювати ринок і яких змін чекати на політичній арені. Навіть провідні експерти часто радше здогадуються про певні речі, ніж аналізують можливості їхньої появи. Утім деякі фахівці здатні робити достовірні передбачення. Як їм це вдається і чи можна цього навчитися?

Managing Operations Throughout Global Supply Chains PDF Download

Managing Operations Throughout Global Supply Chains PDF
Author: Essila, Jean C.
Publisher: IGI Global
ISBN: 1522581588
Size: 45.43 MB
Format: PDF, Docs
Category : Business & Economics
Languages : en
Pages : 358
View: 865

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Managing Operations Throughout Global Supply Chains Book Description:

Globalization has made both operations and supply chains more complex than ever before. Inputs are sourced from many locations all over the world to serve different needs and market segments throughout the planet, making it a global challenge that necessitates a global strategic response. Managing Operations Throughout Global Supply Chains is a crucial academic resource that discusses concepts, methodologies, and applications of emerging techniques for operations and supply chain management processes that promote cost efficiency. While highlighting topics such as global operations, resource planning, and business forecasting, this publication explores how organizations manage the procurement of all necessary resources at every stage of the production cycle from the original source to the final consumers. This book is ideally designed for researchers, academicians, practitioners, professional organizations, policymakers, and government officials.

Big Data Analytics In Supply Chain Management PDF Download

Big Data Analytics in Supply Chain Management PDF
Author: Iman Rahimi
Publisher: CRC Press
ISBN: 1000326918
Size: 52.92 MB
Format: PDF
Category : Technology & Engineering
Languages : en
Pages : 194
View: 6812

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Big Data Analytics In Supply Chain Management Book Description:

In a world of soaring digitization, social media, financial transactions, and production and logistics processes constantly produce massive data. Employing analytical tools to extract insights and foresights from data improves the quality, speed, and reliability of solutions to highly intertwined issues faced in supply chain operations. From procurement in Industry 4.0 to sustainable consumption behavior to curriculum development for data scientists, this book offers a wide array of techniques and theories of Big Data Analytics applied to Supply Chain Management. It offers a comprehensive overview and forms a new synthesis by bringing together seemingly divergent fields of research. Intended for Engineering and Business students, scholars, and professionals, this book is a collection of state-of-the-art research and best practices to spur discussion about and extend the cumulant knowledge of emerging supply chain problems.

Big Data Driven Supply Chain Management PDF Download

Big Data Driven Supply Chain Management PDF
Author: Nada R. Sanders
Publisher: Pearson Education
ISBN: 0133801284
Size: 15.61 MB
Format: PDF, Mobi
Category : Business & Economics
Languages : en
Pages : 262
View: 6965

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Big Data Driven Supply Chain Management Book Description:

Master a complete, five-step roadmap for leveraging Big Data and analytics to gain unprecedented competitive advantage from your supply chain. Using Big Data, pioneers such as Amazon, UPS, and Wal-Mart are gaining unprecedented mastery over their supply chains. They are achieving greater visibility into inventory levels, order fulfillment rates, material and product delivery... using predictive data analytics to match supply with demand; leveraging new planning strengths to optimize their sales channel strategies; optimizing supply chain strategy and competitive priorities; even launching powerful new ventures. Despite these opportunities, many supply chain operations are gaining limited or no value from Big Data. In Big Data Driven Supply Chain Management, Nada Sanders presents a systematic five-step framework for using Big Data in supply chains. You'll learn best practices for segmenting and analyzing customers, defining competitive priorities for each segment, aligning functions behind strategy, dissolving organizational boundaries to sense demand and make better decisions, and choose the right metrics to support all of this. Using these techniques, you can overcome the widespread obstacles to making the most of Big Data in your supply chain -- and earn big profits from the data you're already generating. For all executives, managers, and analysts interested in using Big Data technologies to improve supply chain performance.

The Digitalization Of The 21st Century Supply Chain PDF Download

The Digitalization of the 21st Century Supply Chain PDF
Author: Stuart M. Rosenberg
Publisher: Routledge
ISBN: 1000201198
Size: 36.44 MB
Format: PDF, ePub
Category : Business & Economics
Languages : en
Pages : 252
View: 245

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The Digitalization Of The 21st Century Supply Chain Book Description:

The goal of this book is to gain a clear picture of the current status and future challenges with regard to the digitalization of the supply chain – from the perspective of the suppliers, the manufacturers, and the customers. They were the target groups of the book. Digitization has touched upon all aspects of businesses, including supply chains. Technologies such as RFID, GPS, and sensors have enabled organizations to transform their existing hybrid (combination of paper-based and IT-supported processes) supply chain structures into more f lexible, open, agile, and collaborative digital models. Unlike hybrid supply chain models, which have resulted in rigid organizational structures, unobtainable data, and disjointed relationships with partners, digital supply chains enable business process automation, organizational flexibility, and digital management of corporate assets. In order to reap maximum benefits from digital supply chain models, it is important that companies internalize it as an integral part of the overall business model and organizational structure. Localized disconnected projects and silo-based operations pose a serious threat to competitiveness in an increasingly digital world. The technologies discussed in this text – artificial intelligence, 3D printing, Internet of things, etc. – are beginning to come together to help digitize, automate, integrate, and improve the global supply chains. It’s certainly an exciting and challenging time for both new supply chain professionals and long-time supply chain professionals.

Demand Forecasting And Order Planning In Supply Chains And Humanitarian Logistics PDF Download

Demand Forecasting and Order Planning in Supply Chains and Humanitarian Logistics PDF
Author: Taghipour, Atour
Publisher: IGI Global
ISBN: 1799838064
Size: 25.32 MB
Format: PDF, ePub
Category : Business & Economics
Languages : en
Pages : 313
View: 507

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Demand Forecasting And Order Planning In Supply Chains And Humanitarian Logistics Book Description:

In a decentralized supply chain, most of the supply chain agents may not share information due to confidentiality policies, quality of information, or different system incompatibilities. Every actor holds its own set of information and attempts to maximize its objective (minimizing costs/minimizing inventory holdings) based on the available settings. Therefore, the agents control their own activities with the objective of improving their own competitiveness, which leads them to make decisions that maximize their local performance by ignoring the other agents or even the final consumer. These decisions are myopic because they do not consider the performance of all the partners to satisfy the consumer. Demand Forecasting and Order Planning in Supply Chains and Humanitarian Logistics is a collection of innovative research that focuses on demand anticipation, forecasting, and order planning as well as humanitarian logistics to propose original solutions for existing problems. While highlighting topics including artificial intelligence, information sharing, and operations management, this book is ideally designed for supply chain managers, logistics personnel, business executives, management experts, operation industry professionals, academicians, researchers, and students who want to improve their understanding of supply chain coordination in order to be competitive in the new era of globalization.

Inventory And Supply Chain Management With Forecast Updates PDF Download

Inventory and Supply Chain Management with Forecast Updates PDF
Author: Suresh P. Sethi
Publisher: Springer Science & Business Media
ISBN: 0387256636
Size: 76.57 MB
Format: PDF, ePub
Category : Business & Economics
Languages : en
Pages : 292
View: 3368

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Inventory And Supply Chain Management With Forecast Updates Book Description:

Real problems are formulated into tractable mathematical models, which allow for an analysis of various approaches. Attention is focused on solutions. Provides a unified treatment of the models discussed , presents a critique of the existing results, and points out potential research directions.