We help you in the development of customized solutions through data mining techniques and machine learning both supervised and unsupervised. In order to create a customized solution to the need of your company with enough robustness and following the principle of parsimony.

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Some of the solution approaches we have worked on in different sectors are: 

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• Customer Relationship Management

• Churn

• Scoring

• MarkDown

• Forecast

• Anomaly Detection

• Geostatistics

• Text Mining

• Structual Equation Models

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We work with the most basic algorithms up to the most complex ones, highlighting some of them as:

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• Linear Regression

• Logistic Regression

• PCA

• Discriminant Analysis

• Generalized Linear Models (Poisson, Gamma, Binomial, Tweedie)

• Survival Models (Cox regression)

• Association Models (A priori, Carma, sequence, association rules)

• Regression and Classification Trees (CRT, C5, CHAID, QUEST)

• Segmentation Models (K medias, Two-Step, Kohonen, anomaly)

• Forecast Models or Times Series (exponential smoothing, ARIMA, ...)

• KNN

• Neural Networks

• Vectorial Support Machines

• Bayesian Network

• Random Forest

• XGBoost

• Isolation Forest