Gilles VandewieleinTowards Data ScienceWinning the Kaggle Google Brain — Ventilator Pressure PredictionOn LSTMs, Transformers and PID controllers…13 min read·Nov 12, 2021----
Gilles VandewieleinTowards Data ScienceHow to Create Representations of Entities in a Knowledge Graph using pyRDF2VecA tutorial on how to tackle downstream ML tasks on data represented in a Knowledge Graph.11 min read·Nov 2, 2020--2--2
Gilles VandewieleinTowards Data SciencePredicting mRNA Degradation using GNNs and RNNs in the Search for a COVID-19 VaccineA write-up of the fourth place solution to the Kaggle OpenVaccine competition7 min read·Oct 16, 2020----
Gilles VandewieleinTowards Data ScienceIdentifying the Number of Open Ion Channels with Hidden Markov ModelsA write-up on how we got the third place in the “University of Liverpool — Ion Switching” Kaggle competition19 min read·May 26, 2020--2--2
Gilles VandewieleinTowards Data ScienceExplainable, efficient and accurate node classification in Knowledge GraphsMining discriminative walks with MINDWALC7 min read·Apr 1, 2020----
Gilles VandewieleinTowards Data ScienceGoogle Hash Code 2020: a greedy approachHow we obtained ranking 16/204 in Belgium and 531/10724 globally6 min read·Feb 21, 2020--1--1
Gilles VandewieleinTowards Data ScienceEnriching shapelets with positional information for timeseries classificationHow a neat simple trick can boost both predictive performance and interpretability.4 min read·Feb 9, 2020--1--1
Gilles VandewieleinTowards Data ScienceHelping Santa plan with Mixed Integer Programming (MIP)A write-up of how we obtained a silver medal in the “Santa’s Workshop Tour 2019” competition organized by Kaggle10 min read·Jan 15, 2020--2--2
Gilles VandewieleinTowards Data ScienceCreating a platform for AI competitionsElaborating upon the most important aspects encountered during the development of a platform for an AI competition.7 min read·Jan 7, 2019----
Gilles VandewieleinTowards Data ScienceA simple, but strong AI bot for Tron/Lightriders on a hexagonal grid.How a simple heuristic based on path-finding found a path towards the top-tier on the leaderboard.14 min read·Jan 7, 2019----