Javier Perez Tobia
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Machine Learning

Machine learning projects

Is Timing Critical to Trace Reconstruction?

SMC 2021

AGS: Attribution Guided Sharepning as a Defense Against Adversarial Attacks

Published in IDA 2022: Advances in Intelligent Data Analysis XX

Deep Learning System Identification and Adaptive Model Predictive Control

Under development

Machine Learning Directed Aptamer Search from Conserved Primary Sequence and Secondary Structure

Published in ACS ChemRxiv

Fighting Hunger Through Machine Learning Based Crop Classification

I was part of Omdena's team for the crop classification challenge with the UN World Food Program (UNWFP) in Nepal. Built a deep learning model to fight hunger by locating, tracking, and improving the growth of crops such as rice and wheat.

7 Steps to Build a Quality Satellite Imagery Dataset for Agricultural Applications

Learnings from Omdena's crop classification challenge in Nepal with UNWFP

Improving imbalanced dataset classification using Conditional Classifier-Generator (cCGen)

SMC 2022

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