TSPP: A Unified Benchmarking Tool for Time-series Forecasting

1 code implementation • 28 Dec 2023 • Jan Bączek, Dmytro Zhylko, Gilberto Titericz, Sajad Darabi, Jean-Francois Puget, Izzy Putterman, Dawid Majchrowski, Anmol Gupta, Kyle Kranen, Pawel Morkisz

While machine learning has witnessed significant advancements, the emphasis has largely been on data acquisition and model creation.

Benchmarking Feature Engineering +6

Heterogenous Ensemble of Models for Molecular Property Prediction

1 code implementation • 20 Nov 2022 • Sajad Darabi, Shayan Fazeli, Jiwei Liu, Alexandre Milesi, Pawel Morkisz, Jean-François Puget, Gilberto Titericz

Previous works have demonstrated the importance of considering different modalities on molecules, each of which provide a varied granularity of information for downstream property prediction tasks.

Molecular Property Prediction Property Prediction +1

GPU Accelerated Exhaustive Search for Optimal Ensemble of Black-Box Optimization Algorithms

1 code implementation • 8 Dec 2020 • Jiwei Liu, Bojan Tunguz, Gilberto Titericz

We propose a Multi-GPU-optimized framework to accelerate a brute force search for the optimal ensemble of black-box optimization algorithms by running many experiments in parallel.