Browsing by Contributor "Mas Montserrat, Daniel"
Now showing items 1-8 of 8
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Deep learning for imputation-based feature shift correction
(Universitat Politècnica de Catalunya, 2022-06-27)
Bachelor thesis
Restricted access - confidentiality agreement -
Learning sketches with neural networks
(Universitat Politècnica de Catalunya, 2022-06-27)
Bachelor thesis
Restricted access - confidentiality agreement -
Machine learning for genome-image representation and generation
(Universitat Politècnica de Catalunya, 2024-06-26)
Bachelor thesis
Restricted access - confidentiality agreement -
Machine learning for human genotype-phenotype modelling and predictions
(Universitat Politècnica de Catalunya, 2024-06-26)
Bachelor thesis
Restricted access - confidentiality agreement
Covenantee: Stanford University -
Meta-learning for neural network weight prediction and compressive learning
(Universitat Politècnica de Catalunya, 2023-09-13)
Master thesis
Restricted access - confidentiality agreement
Covenantee: Stanford UniversityThe rapid expansion in the size of new datasets and available data online has led to significant scaling of the size of neural models. However, training deep learning models and performing hyperparameter tuning is ... -
Species-agnostic local ancestry inference with convolutions
(Universitat Politècnica de Catalunya, 2021-10-29)
Master thesis
Open AccessLocal Ancestry Inference (LAI) is the high resolution prediction of ancestry (African, European, ...) across a DNA sequence. LAI is becoming increasingly important in DNA sequence analysis for the study of human ancestry ... -
Unsupervised clustering for ancestry inference with neural networks
(Universitat Politècnica de Catalunya, 2021-06-29)
Bachelor thesis
Open Access
Covenantee: Stanford UniversityCaracteritzar les estructures genètiques de poblacions ha esdevingut cada cop més important donat que els estudis d'associació genètica i predictius s'han estès a cohorts cada cop més diversos. ADMIXTURE i STRUCTURE són ... -
Unsupervised learning with applications in genomics
(Universitat Politècnica de Catalunya, 2021-06-29)
Bachelor thesis
Restricted access - confidentiality agreementDeep variational autoencoders for population genetics: applications in classification, imputation, dimensionality reduction, and novel lossless data compression. In this study we show the power of variational autoencoders ...