+44 (0) 07973129570
2.58 Kilburn Building, Oxford Road, Manchester
Manchester, M13 9PL
Achieved extensive knowledge of algorithms for data exploration, supervised and unsupervised learning, and feature selection/extraction.
Proficient in unsupervised learning algorithms (cluster analysis) with papers published and in depth knowledge on partitional clustering algorithms, general knowledge of hierarchical, density based, grid based, graph-based clustering methods and knowledge of Artificial Neural Networks for unsupervised learning: SOM (self-organizing maps) and auto-encoders.
My knowledge extends to a large array of supervised learning algorithms for linear and non-linearly separable problems: linear, polynomial, logistic regression, support vector machines, distance based, probabilistic, tree models and ensembles.
Working closely with data reduction algorithms including PCA (principal component analysis), LDA (linear discriminant analysis), MDS (multi-dimensional scaling). feature selection and wrappers. Gained experience and proficiency with time series models and econometrics and big Data platforms: SparkR, Hadoop, Amazon Elastic Cloud.
Further knowledge of: (XML, XPath, XSLT, JASON, HTML, relational databases: MySQL, SQL Server, Web Crawling and Scraping).
Download full CV here: CV