Carlos MouganinTowards Data ScienceNavigating Data in Datathons: Insights and Guidelines at Neural Information Processing Systems…How to data in datathons?8 min read·Feb 9, 2024----
Carlos MouganinTowards Data ScienceWhat are the fairness implications of encoding categorical protected attributes?We will explore the world of categorical attribute encoding and its implications for MLmodels in terms of accuracy and fairness7 min read·May 6, 2023----
Carlos MouganinTowards Data ScienceExplainable Artificial Intelligence (xAI). But, for who?Are we building explanations for the researchers or for the actual users of the models?5 min read·Nov 4, 2021--1--1
Carlos MouganinTowards Data ScienceQuantile EncoderTackling high cardinality categorical features in regression tasks5 min read·Oct 20, 2021----
Carlos MouganinTowards Data ScienceFeature Generation with Gradient Boosted Decision TreesCan we automate the feature engineering process? Can we use gbdt to find magic features?4 min read·Mar 20, 2021----
Carlos MouganinTowards Data ScienceIsolation Forest from ScratchImplementation of Isolation forest from scratch for further understanding of the algorithm6 min read·May 22, 2020--6--6