Work History
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2022
Industrial PhD Dissertation Defense
Universitat de Barcelona (UB) - BBVA AI Factory
Mon 18th of July, 2022 | Barcelona
Today, I am glad to announce I will be defending my Industrial PhD Dissertation.
A first copy of the dissertation can be found here:
Soon, we will:
(1) Add the formal information to reference its content.
(2) Update this blog for a web version of the PhD dissertation.
(3) Publish new related results.
Stay tuned via social networks!
Thank you all.
Best Regards
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2020
Research Engineer (RE2)
Barcelona Supercomputing Center (BSC)
(2020-present) | Barcelona
Research and risk analysis for safety-critical real-time systems based on Machine Learning techniques.
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2017
Data Scientist Industrial PhD student
BBVA Data & Analytics S.L. - Universitat de Barcelona (UB)
(2017-present) | Barcelona
Research about Uncertainty Modelling by using Deep Learning motivated by the bank problems.
...
2020-06-04 -- Journal article about Building uncertainty models on top of black-box predictive APIs.
2019-12-11 -- NeurIPS'19 presentation of the article 'Modelling heterogeneous distributions with an Uncountable Mixture of Asymmetric Laplacians' (UMAL). Article, Code repo, Video. Introduced here and here.
2019-10-01 -- Fall'19 BCN.ai. Presentation about Aleatoric Uncertainty Modelling by using UMAL.
2018-09-10 -- Regarding the aggregated time-series financial forecasting system the article entitled 'Uncertainty Modelling in Deep Networks Forecasting; Short and Noisy Series' was presented at the Applied Data Science Track of ECML-PKDD 2018 and here. The proposed model was afterwards used in the White Paper (collaboration between Google Cloud - BBVA Data Analytics) and introduced here and here.
2018-05-13 -- First BCN.ai session, presenting how to model all kinds of uncertainties by using a Deep Learning model.
2018-03-14 -- BGSMath Presentation about Large-scale machine learning for financial recommender systems.
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2017
Big Data / Machine Learning research developer
IIIA - CSIC (Artificial Intelligence Research Institute)
(2017) | Bellaterra
Research developer in a industrial research project.
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2016
Scholarship collaboration AAD with the department of Applied Mathematics and Analysis
Universitat de Barcelona (UB)
(2016) | Barcelona
Collaborating in support tasks with the university teachers.
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2016
Course assistant in the Deep Learning from Scratch: A short Course
DataScienceUB group, Universitat de Barcelona (UB)
(2016) | Barcelona
Content review.
Teacher assistant during sessions.
Preparation and explanation of the theoretical and practical content of style transfer of images by using neural networks.
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2015
Scholarship collaboration with the department of Applied Mathematics and Analysis
Universitat de Barcelona (UB)
(2015-2016) | Barcelona
Design and experimentation in new databases.
Building of new models of deep learning by using Caffe and TensorFlow.
Introducing to new techniques such as Style Transfer Image, Hallucinations, Dreaming by using deep learning algorithms.
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2015
Research and experimental development on deep learning techniques
Barcelona Super-Computing Center (BSC)
(2015-2016) | Barcelona
Techniques to reconstruct the input by using the activations of the neural network.
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2015
Building and training artificial deep learning techniques by using Caffe
Universitat de Barcelona (UB)
(2015) | Barcelona
Building a new model of deep learning improving the results obtained in my final degree dissertation.
Education History
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2017
Universitat de Barcelona (UB), Universitat Politècnica de Catalunya (UPC), Universitat Rovira i Virgili (URV).
Master's Degree , Artificial Intelligence
(2015 - 2017)
Master in Artificial Intelligence
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2015
Universitat de Barcelona (UB)
Bachelor's Degree , Computer Engineering
(2009 - 2015)
Dual EHEA Bachelor's Degree in Mathematics and Computer Engineering
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2015
Universitat de Barcelona (UB)
Bachelor's Degree , Mathematics
(2009 - 2015)
Dual EHEA Bachelor's Degree in Mathematics and Computer Engineering