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Tag: ML

Market Basket Analysis using Apriori

Credit: Nathália Rosa

Introduction

A Market Basket Analysis (MBA) is an industry-standard in retails to study consumer’s purchasing habits. It helps the retail industry to identify what items are bought together frequently. The whole mechanism is to mine the combinations or associations of items using any retail store’s transaction database.

Ever wondered why there is always chocolate syrup next to icecream stalls in a supermarket? or why you will always find spice rubs next to the meat section selling steaks? These are not coincidences; it is a very well thought out strategy based on Market Basket Analysis.

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Battle of the Neighborhoods – Dubai Edition

Introduction

For my first data science project, I am presenting a scenario for an entrepreneur who wants to open a Pakistani restaurant in Dubai.

I’ve chosen Dubai first because I’ve spent a fair amount of time there, and I know how Dubai’s localities are segmented. Second, being a melting pot of 200+ nationalities, it offers world-class dining opportunities for people visiting or residing in Dubai.

Due to its world-class status as a tourism destination, Dubai is also the best contender for the Foursquare platform, an essential requirement for this project. 

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