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Amine Aboussalah's Projects

cnn-for-eeg-tsc icon cnn-for-eeg-tsc

Electroencephalography (EEG) is an effective and non-invasive way to capture electric activity of the brain. EEG time series classification is a very important problem in neuroscience as a lot of EEG practical applications, such as medical diagnostics and brain–computer interfaces, depend on the quality of classification results. Several effective classification methods that use deep neural networks were developed in recent years, and convolutional neural networks (CNN) have shown exceptional results in many studies. The aim of this project is to investigate if EEG time series can be classified according to the types of attention (mental or sensory) that was used by research participants during the experiment. Deep multi-scale convolutional neural network is used as a classification model. The results have shown that CNN is indeed capable of solving such classification tasks: 98% accuracy was obtained on validation dataset. The obtained results suggest that CNN capabilities in extracting features from time series data is a perspective field for further research.

cnnpred-keras icon cnnpred-keras

CNNpred: CNN-based stock market prediction using a diverse set of variables

cnnpred-pytorch icon cnnpred-pytorch

CNNpred: CNN-based stock market prediction using a diverse set of variables

covid icon covid

MolSSI SARS-CoV-2 Biomolecular Simulation Data and Algorithm Store

covid-1 icon covid-1

Modelling epidemiological dynamics and performing inference in these models

covid19model icon covid19model

Code for modelling estimated deaths and cases for COVID19.

deepchem icon deepchem

Democratizing Deep-Learning for Drug Discovery, Quantum Chemistry, Materials Science and Biology

deepfmpo icon deepfmpo

Code accompanying the paper "Deep reinforcement learning for multiparameter optimization in de novo drug design"

drugex icon drugex

An exploration strategy improves the diversity of de novo drug design using deep reinforcement learning

dxy-covid-19-data icon dxy-covid-19-data

2019新型冠状病毒疫情时间序列数据仓库 | COVID-19/2019-nCoV Infection Time Series Data Warehouse

fantai icon fantai

An attempt of applying Machine Learning techniques to Fantasy Football

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