Customer Segmentation 자료 정리

2022. 7. 10. 10:12관심있는 주제/Recommendation

STR IN AI

PAPER : A strategic framework for artificial intelligence in marketing

Segmentation, Targeting, Positioning

https://www.linkedin.com/pulse/how-use-ai-advanced-targeting-marketing-antonel-neculai/

 

How to use AI for Advanced Targeting in Marketing

Artificial intelligence is a branch of computer science that deals with the simulation of intelligent human behavior by machines. With the help of machine learning and predictive analysis, AI-led machines have started to act more like humans in order to un

www.linkedin.com

https://www.analyticssteps.com/blogs/target-marketing-using-ai-strategies-and-benefits

 

Target Marketing using AI: Strategies and Benefits | Analytics Steps

Target Marketing and AI have together advanced the field of marketing by making promotion of a product or a service much better, highly effective, and more accurate using ML and NLP.

www.analyticssteps.com

RFM

https://www.datacamp.com/tutorial/introduction-customer-segmentation-python

 

Python RFM (Recency, Frequency, Monetary) Analysis for Customer Segmentation

Learn Python RFM (Recency, Frequency, Monetary) analysis for customer segmentation. Learn how to segment & analyze your retail customers for business today!

www.datacamp.com

 

K-means, PCA

https://www.natasshaselvaraj.com/customer-segmentation-with-python/

 

Customer segmentation with Python

Learn to build a K-Means clustering algorithm for customer segmentation in Python.

www.natasshaselvaraj.com

K-means

https://medium.com/@ugursavci/step-by-step-customer-segmentation-using-k-means-and-pca-in-python-5733822295b6

 

Step by Step Customer Segmentation using K-Means in Python

Segment your customers for better marketing.

medium.com

K-means , RFM

https://towardsdatascience.com/customer-segmentation-in-python-9c15acf6f945

 

Customer Segmentation in Python

Segmentation Using K-Means clustering algorithm.

towardsdatascience.com

Kaggle-Customer Segmentation

https://www.kaggle.com/datasets/vjchoudhary7/customer-segmentation-tutorial-in-python/code?datasetId=42674&sortBy=voteCount 

 

Mall Customer Segmentation Data

Market Basket Analysis

www.kaggle.com

Kaggle-Customer Segmentation (Make Category)

https://www.kaggle.com/code/fabiendaniel/customer-segmentation

 

Customer Segmentation

Explore and run machine learning code with Kaggle Notebooks | Using data from E-Commerce Data

www.kaggle.com

Library - Retentioneering

https://github.com/retentioneering

 

Retentioneering

Retentioneering RnD: Python and JS Tools to Automate Web, Mobile and other Event-based Analytics and Online Business Optimal Control - Retentioneering

github.com

Library - RFM-analysis

https://github.com/joaolcorreia/RFM-analysis

 

GitHub - joaolcorreia/RFM-analysis: Python script (and IPython notebook) to perform RFM analysis from customer purchase history

Python script (and IPython notebook) to perform RFM analysis from customer purchase history data - GitHub - joaolcorreia/RFM-analysis: Python script (and IPython notebook) to perform RFM analysis f...

github.com

Library - Chi-Squared Automatic Inference Detection

https://github.com/Rambatino/CHAID

 

GitHub - Rambatino/CHAID: A python implementation of the common CHAID algorithm

A python implementation of the common CHAID algorithm - GitHub - Rambatino/CHAID: A python implementation of the common CHAID algorithm

github.com

정리

https://www.mktr.ai/applications-and-methods-in-data-science-customer-segmentation/

 

Customer Segmentation: A Technical Guide w/ Code Examples | MKTR.AI

Technical guide giving you basic code examples with background, and post-segmentation analysis for actions to take to maximize revenue from each customer.

www.mktr.ai

코드- RFM 만드는 방법

https://python.plainenglish.io/customer-segmentation-with-rfm-ebba76bfe9f6

 

Customer Segmentation with RFM

A guide on customer segmentation with RFM.

python.plainenglish.io

기사 - Customer Segmentation  개념 정리 좀 되어 있음.

http://www.pbr.co.in/2021/2021_month/May/3.pdf

 

Customer Journey-Based Segmentation for Marketplaces

https://medium.com/towards-data-science/customer-journey-based-segmentation-for-marketplaces-70e5a56838a7

 

Customer Journey-Based Segmentation for Marketplaces

Know Your Customers With The Help of a Clustering Analysis: How to Extract Actionable Insights Into Your Customers Lifecycle Stages

towardsdatascience.com

세그먼트(SEGMENT)와 페르소나(PERSONA)

https://thetales.co/2017/05/14/%EC%9D%B4%EC%95%BC%EA%B8%B0-21-%EC%84%B8%EA%B7%B8%EB%A8%BC%ED%8A%B8segment%EC%99%80-%ED%8E%98%EB%A5%B4%EC%86%8C%EB%82%98persona/

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