Gilles VandewieleinTowards Data ScienceWinning the Kaggle Google Brain — Ventilator Pressure PredictionOn LSTMs, Transformers and PID controllers…Nov 12, 2021Nov 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.Nov 2, 20202Nov 2, 20202
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 competitionOct 16, 2020Oct 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 competitionMay 26, 20202May 26, 20202
Gilles VandewieleinTowards Data ScienceExplainable, efficient and accurate node classification in Knowledge GraphsMining discriminative walks with MINDWALCApr 1, 2020Apr 1, 2020
Gilles VandewieleinTowards Data ScienceGoogle Hash Code 2020: a greedy approachHow we obtained ranking 16/204 in Belgium and 531/10724 globallyFeb 21, 20201Feb 21, 20201
Gilles VandewieleinTowards Data ScienceEnriching shapelets with positional information for timeseries classificationHow a neat simple trick can boost both predictive performance and interpretability.Feb 9, 20201Feb 9, 20201
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 KaggleJan 15, 20202Jan 15, 20202
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.Jan 7, 2019Jan 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.Jan 7, 2019Jan 7, 2019
