Juan Manuel Ortiz de ZarateOct 228 min readTransforming Continuous Data: Mastering Discretization Techniques for Superior Data AnalysisDiscretization transforms continuous data into categories for better analysis. Explore key techniques for both unsupervised and supervised m
Juan Manuel Ortiz de ZarateSep 178 min readThe Power of Scaling Techniques for Optimal Model PerformanceDiscover how scaling techniques in machine learning can boost model performance, ensure faster training, and enhance prediction accuracy.
Juan Manuel Ortiz de ZarateSep 1011 min readHandling missing dataEffectively handling missing data with univariate and multivariate imputation ensures reliable analysis and accurate machine learning models
Juan Manuel Ortiz de ZarateJun 2212 min readDimensionality Reduction: Non-linear methodsExplore the depths of non-linear dimensionality reduction methods! Unravel complex data structures and enhance your analytics.
Juan Manuel Ortiz de ZarateJun 1410 min readDimensionality Reduction: Linear methodsIn this article, we explored PCA and SVD, the two most used linear dimensionality reduction techniques.