Welcome to the Course Materials & Teaching page! Here you will find syllabus outlines, lecture notes, coding exercises, and interactive slides for courses I teach across undergraduate and graduate programs in Statistics and Data Science at the Federal University of Pernambuco (UFPE).
Undergraduate Courses
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Introduction to Data Science (Introdução à Ciência de Dados)
- Foundational course covering data wrangling, exploratory data analysis, visualization, and computational data science in R and Python.
- Department of Statistics · UFPE
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Artificial Neural Networks (Redes Neurais Artificiais)
- Deep dive into perceptrons, multilayer architectures, backpropagation, convolutional networks, and deep learning frameworks.
- Department of Statistics · UFPE
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Graduate Courses
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Computational Statistics Topics (Tópicos Especiais em Estatística Computacional)
- Advanced computational methods, Monte Carlo simulations, numerical optimization, and high-performance statistical computing.
- Graduate Program in Statistics (PPGEST) · UFPE
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Statistical Machine Learning (Aprendizagem Estatística de Máquina)
- Supervised and unsupervised statistical learning theory, regularization, kernel methods, tree ensembles, and probabilistic classification.
- Graduate Program in Statistics (PPGEST) · UFPE
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