Association Rule Mining: Basic Theory & Practice

Theoretical Understanding and Market Basket Analysis with Python

4.10 (43 reviews)
Udemy
platform
English
language
Data & Analytics
category
instructor
Association Rule Mining: Basic Theory & Practice
6,102
students
1.5 hours
content
Feb 2022
last update
$54.99
regular price

What you will learn

Basic theory of association rule mining

Basic metrics of association rule mining

Apriori algorithm

Market basket analysis with Python

Why take this course?

  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!



Source of Pictures:

Course Image: Gerd Altmann from Pixabay
PV:
- Beer: Hans Braxmeie from Pixabay
- Pretzel: Couleur from Pixabay
- Potatoes: RitaE from Pixabay
- Diaper: PublicDomainPictures from Pixabay

Screenshots

Association Rule Mining: Basic Theory & Practice - Screenshot_01Association Rule Mining: Basic Theory & Practice - Screenshot_02Association Rule Mining: Basic Theory & Practice - Screenshot_03Association Rule Mining: Basic Theory & Practice - Screenshot_04

Reviews

Shambhavi
September 26, 2022
Well-paced course, starting from scratch and building up to the implementation in Python. Exceeded expectations! Finished the course in one day straight!
Emma
August 22, 2021
Very good introduction to this algorithm and explanation of the terms such as support, confidence and lift. I like that it is short and just focused on one algorithm as maybe courses overload you with information at once. I would have liked a little bit more detail on how to use python as I am a still a beginner. Overall I highly recommend the course and the instructor.

Charts

Price

Association Rule Mining: Basic Theory & Practice - Price chart

Rating

Association Rule Mining: Basic Theory & Practice - Ratings chart

Enrollment distribution

Association Rule Mining: Basic Theory & Practice - Distribution chart
3618914
udemy ID
11/6/2020
course created date
1/16/2021
course indexed date
Bot
course submited by