Biography

I am currently a PhD candidate on Neural Machine Translation at the Polytechnic University of Catalonia (UPC) in Barcelona. I am conducting my research under the supervision of Professors Marta Ruiz Costa-Jussà and José Adrian Rodríguez Fonollosa, in the Language and Speech Technologies and Applications (TALP) research group.

I have been a software developer for most of my life, then data scientist and now I have turned back to academia to take on my long-cherished dream to become a researcher on machine learning and artificial intelligence.

My research lines focus on Neural Machine Translation (NMT). Lately I am interested on injecting prior linguistic knowledge into neural networks, specifically on hybridizing rule-based machine translation systems with NMT.

• A differentiable BLEU loss. Analysis and first results.
  N. Casas, M.R. Costa-jussà, J.A. R. Fonollosa
  ICLR workshop, 2018.

  PDF BibTeX

• English-Catalan Neural Machine Translation in the Biomedical Domain through the cascade approach.
  M.R. Costa-jussà, N. Casas, M. Melero
  MultilingualBIO LREC workshop, 2018.

  PDF BibTeX

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