Curso
Machine Learning for Marketing Analytics in R
IntermedioNivel de habilidad
Actualizado 5/2024Comienza El Curso Gratis
Incluido conPremium or Teams
RMachine Learning4 h17 vídeos60 Ejercicios4,200 XP13,400Certificado de logros
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Requisitos previos
Introduction to Regression in R1
Modeling Customer Lifetime Value with Linear Regression
How can you decide which customers are most valuable for your business? Learn how to model the customer lifetime value using linear regression.
2
Logistic Regression for Churn Prevention
Predicting if a customer will leave your business, or churn, is important for targeting valuable customers and retaining those who are at risk. Learn how to model customer churn using logistic regression.
3
Modeling Time to Reorder with Survival Analysis
Learn how to model the time to an event using survival analysis. This could be the time until next order or until a person churns.
4
Reducing Dimensionality with Principal Component Analysis
CRM data can get very extensive. Each metric you collect could carry some interesting information about your customers. But handling a dataset with too many variables is difficult. Learn how to reduce the number of variables in your data using principal component analysis. Not only does this help to get a better understanding of your data. PCA also enables you to condense information to single indices and to solve multicollinearity problems in a regression analysis with many intercorrelated variables.
Machine Learning for Marketing Analytics in R
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