Machine Learning for Supply Chains Specialization

T​his specialization is intended for students who wish to use machine language to analyze and predict product usage and other similar tasks. There is no specific prerequisite but some general knowledge of supply chain will be helpful, as well as general statistics and calculus.

WHAT YOU WILL LEARN
- L​earn to merge, clean, and manipulate data using Python libraries such as Numpy and Pandas
- G​ain familiarity with the basic and advaned Python functonalities such as importing and using modules, list compreohensions, and lambda functions.
- S​olve a supply chain cost optimization problem using Linear Programming with Pulp
- B​uilding ARIMA models in Python to make demand predictions

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Fundamentals of Machine Learning for Supply Chain (Coursera)

Sep 27th 2021
Fundamentals of Machine Learning for Supply Chain (Coursera)
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This course will teach you how to leverage the power of Python to understand complicated supply chain datasets. Even if you are not familiar with supply chain fundamentals, the rich data sets that we will use as a canvas will help orient you with several Pythonic tools and best [...]
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Demand Forecasting Using Time Series (Coursera)

Sep 27th 2021
Demand Forecasting Using Time Series (Coursera)
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This course is the second in a specialization for Machine Learning for Supply Chain Fundamentals. In this course, we explore all aspects of time series, especially for demand prediction. We'll start by gaining a foothold in the basic concepts surrounding time series, including stationarity, trend (drift), cyclicality, and seasonality. [...]
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Sep 27th 2021
Course Auditing
32.00 EUR/month

Capstone Project: Predicting Safety Stock (Coursera)

Sep 27th 2021
Capstone Project: Predicting Safety Stock (Coursera)
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In this course, we'll make predictions on product usage and calculate optimal safety stock storage. We'll start with a time series of shoe sales across multiple stores on three different continents. To begin, we'll look for unique insights and other interesting things we can find in the data by [...]
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Sep 27th 2021
Course Auditing
32.00 EUR/month

Advanced AI Techniques for the Supply Chain (Coursera)

Sep 27th 2021
Advanced AI Techniques for the Supply Chain (Coursera)
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In this course, we’ll learn about more advanced machine learning methods that are used to tackle problems in the supply chain. We’ll start with an overview of the different ML paradigms (regression/classification) and where the latest models fit into these breakdowns.
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Sep 27th 2021
Course Auditing
32.00 EUR/month