Algorithms

NLP for Twitter hate speech detection

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Medium stories

Articles about Computer Science published for Analytics Vidhya and Towards AI tech communities.

Implementation of a Neural Network from scratch

Implementation of a Neural Network from scratch in Python for the Machine Learning course.

Among AI's videogame

Software development in team for MSc course of Smart Applications.

Data Mining Project

Data Mining analysis on customers' shopping behavior

Unconstrained Optimization Algorithms

Computing the 2-norm for a rectangular matrix (unconstrained approach) using two optimization algorithms, the Standard gradient descent (steepest descent) method, and the Quasi-Newton method. Project for the Master Course of *Computational Mathematics for Learning and Data Analysis*.

Amplifying bias, automating racism

Riding the wave of the current #BlackLivesMatter movement, in this work I present an example of racial-based discrimination resulting from a particular kind of algorithmic bias, known in literature as amplification bias. Then, in order to stimulate …

Gated Recurrent Neural Network for timeseries prediction

Long-Short Term Memory (LSTM) to predict energy consumption from multivariate timeseries.

Hidden Markov Model for regime detection

Python analysis of timeseries to cluster ranges of consumption, using Hidden Markov Models with Gaussian emissions.

SmartBin, IoT project

SmartBin, a smart solution for improvements on garbage management system. An intelligent bin that monitors itself.