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Market Basket Analysis with Python

person icon Takuma Kimura

4

Market Basket Analysis with Python

Market Basket Analysis with Association Rule Mining

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Takuma Kimura

English [CC]

category icon Business,Data Analytics,Data Analysis

Lectures -21

Resources -6

Duration -1.5 hours

4

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Course Description

Welcome to the association rule mining course. This course is an introductory course. You will learn basic knowledge of association rule mining in this course.

Association rule mining is a useful technique to explore associations between variables. It contributes to effective cross-selling and has been applied to construct recommender system in EC sites. We can use it not only in marketing analytics but also other fields in business analytics.

This course intends to provide you with theoretical knowledge as well as python coding. Theoretical knowledge is important to understand the algorithm of data mining, and it can be a useful foundation for more advanced learning.

This course consists of 4 sections. In the first section, you will learn what an association rule is. In Session 2, you will learn the basic metrics of association rule mining. Session 3 covers apriori algorithm that is a useful method to identify important associations between variables. Session 4 is a Hands-On chapter, where you will learn how to implement association rule mining in Python.

  I’m looking forward to seeing you in this course!

Goals

What will you learn in this course:

  • Association Rule Mining
  • Market Basket Analysis
  • Python coding for Basic Market Basket Analysis

Prerequisites

What are the prerequisites for this course?

  • Novice level Python (preferable)
Market Basket Analysis with Python

Curriculum

Check out the detailed breakdown of what’s inside the course

What is Association Rule Mining?
4 Lectures
  • play icon What is Association Rule Mining? 05:56 05:56
  • play icon Comparison with Similar Methods 04:13 04:13
  • play icon Basic Terms 03:22 03:22
  • play icon Basic Math: Set Theory 02:35 02:35
Basic Metrics
6 Lectures
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Apriori Algorithm
5 Lectures
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Market Basket Analysis with Python
4 Lectures
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Thank you!
1 Lectures
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Instructor Details

Takuma Kimura

Takuma Kimura

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