Mateo RestrepoinBuilding La HausAplicando machine learning en un marketplace inmobiliarioEn muchas ocasiones, cuando digo que soy matemático de profesión y que trabajo aplicando técnicas de machine learning o analítica…May 5, 20212May 5, 20212
Mateo RestrepoinTowards Data ScienceExplaining data science, AI, ML and deep learning to management — a presentation and a script —…This series of three posts is meant to serve as an accompanying script for the Prezi presentation “Data science, AI, ML, DL and all that…Mar 4, 2019Mar 4, 2019
Mateo RestrepoinTowards Data ScienceExplaining data science, AI, ML and deep learning to management — a presentation and a script —…IntroductionFeb 25, 20192Feb 25, 20192
Mateo RestrepoinTowards Data ScienceImpressions and Lessons from the O’Reilly AI Conf 2018I recently attended the O’Reilly Artificial Intelligence Conference 2018. I am writing this post to share my experiences, and some of the…Oct 12, 20181Oct 12, 20181
Mateo RestrepoinTowards Data ScienceDoing XGBoost hyper-parameter tuning the smart way — Part 1 of 2In this post and the next, we will look at one of the trickiest and most critical problems in Machine Learning (ML): Hyper-parameter…Aug 29, 20187Aug 29, 20187
Mateo RestrepoPython for big data computation on a single computerIs it possible to process big data on a laptop? Most people would answer with a blatant no. In this post, I would like to convince you that…Jul 16, 20181Jul 16, 20181
Mateo RestrepoinTowards Data ScienceWHY did your model predict THAT? (Part 2 of 2)For the first part of this post, go here. There, we motivate the need for classifier prediction explanations, mention previous work (the…May 11, 2018May 11, 2018
Mateo RestrepoinTowards Data ScienceWHY did your model predict THAT? (Part 1 of 2)In this post, we present a simple and scalable approach for producing easily interpretable explanations for the individual predictions of…May 7, 20181May 7, 20181