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Academic Experience I am an assistant professor in computer science at the Department of Computer Science and Information Systems, Birkbeck, University of London. I was a post-doctoral researcher in machine learning and bioinformatics at the Bioinformatics Group (Professor David T. Jones' Lab), Department of Computer Science, University College London (UCL), and jointly affiliated with the Biomedical Data Science Laboratory at the Francis Crick Institute. Before joining UCL, I was pursuing the PhD in computer science at the University of Kent (supervised by Professor Alex A. Freitas), where I continued my research interests on developing novel machine learning and data mining classification algorithms. I started research on machine learning ( supervised by Dr Irina V. Biktasheva) at the University of Liverpool.I was with the ProCovar project being sponsored by the ERC Advanced Grant, after finishing the BBSRC flagship Strategic LoLa project - DDIP (Drosophila Developmental Interactome Project), to characterise the developmental proteome of Drosophila melanogaster. Research Interests My research interests lie in the algorithmic novelty of machine learning and data mining methods, particularly in large language models, contrastive learning and hierarchy/structure-constrained algorithms. I am also interested in the research of machine learning applications, particularly in bioinformatics and computational biology, e.g. single cell RNA-seq data analysis, biological sequence analysis and gene/protein function prediction. |