Machine Learning for Retail

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Course Features

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Duration

119 minutes

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Delivery Method

Online

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Available on

Downloadable Courses

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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

Beginner

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Teaching Type

Self Paced

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Video Content

119 minutes

Course Description

Retail has always been at the forefront of using quantitative techniques to continuously optimize operations. The retail industry has been at the forefront of applying quantitative techniques to continuously optimize operations. The second case study focuses on the dynamic vehicle routing issue in the supply chain and how machine learning techniques can help solve this problem. Finally, you'll learn how to code and use the apriori algorithm to analyze customer transaction data.

Course Overview

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International Faculty

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Case Based Learning

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Post Course Interactions

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Case Studies,Hands-On Training,Instructor-Moderated Discussions

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Case Studies, Captstone Projects

Skills You Will Gain

What You Will Learn

Finally, you will get hands-on coding and see how you can use the apriori algorithm and market basket analysis to analyze customer transaction data

First, you'll look at what a Gartner report has to say about the future of AI in the retail industry and you will explore some examples and cases of where ML is already being used in retail - for predicting customer behavior, for visual and voice search,

Learning techniques currently applied in the retail industry

Next, you'll explore two ML case studies from research papers - the first one discusses how an online e-commerce platform used a price optimization model to set prices across products on its platform to maximize the platform’s revenue and gross margin

The second case study explores the dynamic vehicle routing problem in the supply chain industry and sees how machine learning techniques can help find good solutions to this problem

Then, you'll also get an intuitive understanding of how visual search works, using convolutional neural networks and similarity algorithms

When you are finished with this course you will have the awareness of how machine learning can be applied in the retail industry and hands-on experience working with retail data

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