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Bioinformatics and Artificial Intelligence Team
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WELCOME!

Here you can find information about the research team on Bioinformatics and Artificial Intelligence, including members and projects.

Projects

About the team The team focuses on the application of Machine Learning and Deep Learning techniques to face various real-world problems.

Get to know us!

We are a research team located in Manizales, Colombia. Our members come from many backgrounds and have different areas of expertise.
Feel free to explore our members page.

Members page

Our Skills

Computer Vision
Image Classification
Text Classification
Data Analysis
Python
TensorFlow
PyTorch
Latex
Scikit-Learn
XNAT
Clinical Trials Processor (CTP)
GIT
SQL

Projects

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COVID-19 Detection

Research project intended to develop a Computer Aided Diagnosis (CAD) tool for the COVID-19 disease using X-Ray images and Deep Learning methods.

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Steganalysis

Convolutional Neural Network Applications on Digital Image Steganalysis

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Skin Lesion Classification

Classification of skin lesion images considering a framework of four experiments to analyze the classification performance of Convolutional Neural Networks (CNNs) in distinguishing different skin lesions.

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Hand Movement Classification

Project aimed to develop an automatic hand gesture recognition system, based on supervised Machine Learning (ML) techniques, able to recognize six hand gestures and generalize between different subjects using raw data recordings of electromyographic (EMG) signals.

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Flow Pattern Prediction

Research project intended to train Machine Learning models to predict flow patterns for two-phase regimes in pipes, given the construction characteristics and measurements of physical variables.

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Text classification for companies

Research project intended to generate Machine Learning algorithms to classify text for companies, this project includes a data preprocessing using Natural Language Processing techniques.

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