CV

General Information

Full Name Pablo Ramses Alonso Martin
Date of Birth 10th April 1998
Languages English, Spanish

Education

  • 2022-present
    PhD in Statistics
    University of Warwick, Coventry, UK
  • 2021-2022
    MSc in Statistics
    University of Warwick, Coventry, UK
    • Bayesian Inference, Stochastic Processes and Markov Chain Monte Carlo (MCMC) methods.
    • Thesis "Boomerang Sampler for Bayesian Neural Networks", provides theoretical and empirical foundations on how Piece-wise Deterministic Markov Processes (PDMPs) are a promising alternative to perform Bayesian Inference on Neural Networks.
  • 2016-2020
    Degree in Mathematics
    University of Oviedo, Oviedo (Asturias), Spain
    • Measure Theory; Multivariate and Functional Analysis; Theory of Probability Spaces and Stochastic Processes.
    • Thesis "Local Regression" revisits the theory and applicability of non-parametric methods for regression problems.

Experience

  • 2020 - 2021
    ML Intern in the Software Architecture division.
    Getronics.
    • Research the application of state-of-art methodology for anomaly detection in Heating-Ventilating-Air-Conditioning (HVAC) systems.
    • Development and deployment of online tools for predictive maintenance.
  • 2021
    Undergraduate Researcher.
    UniMode Research Group.
    • Collaborative research on the use of Imprecise Probabilities for Human Error predictability.

Academic Interests

  • Bayesian Neural Networks (BNNs).
    • Inference methodology.
    • Shrinkage and identifyiability effects of priors.
  • Stochastic Processes.
    • Theory and simulation.
    • Usage as a sampling methodology for Bayesian Inference (MCMC).
    • Particular interest on PDMP.