This blog post helps explain the apriori alogirthm in a simple way, using examples from a fictional store with three items.
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E-commerce Product Recommendations: Apriori algorithm - Market Basket Analysis for Product Recommendations Via Orange Platform
Blog post looks at using Apriori add-on in Orange platform to find association rules between products frequently purchased together and show ideal product recommendations.