Management
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Demand Forecasting Using Time Series

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Course Features

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Duration

9 hours

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Delivery Method

Online

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Available on

Limited Access

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Accessibility

Mobile, Desktop, Laptop

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Language

English

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Subtitles

English

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Level

Intermediate

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Teaching Type

Self Paced

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Video Content

9 hours

Course Description

This is the second course in a specialization on Machine Learning for Supply Chain Fundamentals. This course will cover all aspects of time series, including demand prediction. We will start with a basic understanding of time series concepts, such as trend (drift), stationarity, cyclicality and seasonality. We'll then spend time analysing correlation methods in relation time series (autocorrelation). The second half of the course will focus on demand prediction methods using time series such as autoregressive model. We'll end the course with a Python project that predicts demand using ARIMA models.

Course Overview

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Hands-On Training,Instructor-Moderated Discussions

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Case Studies, Captstone Projects

Skills You Will Gain

What You Will Learn

Building ARIMA models in Python to make demand predictions

Developing the framework for more advanced neural netowrks (such as LSTMs) by understanding autocorrelation and autoregressive models

Course Instructors

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Rajvir Dua

Instructor

Rajvir Dua is a teaching and research assistant who has been active in the data science and consulting startup space. His interest in supply chain derives from his love of economic problems relating to game theory and optimization.
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Neelesh Tiruviluamala

Instructor

Neel Tiruviluamala is a math professor who has been consulting in the machine learning space for over ten years. He enjoys working on problems related to the supply chain because the data sets involv...
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