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Expertise in the development of forecasting models (machine learning and stochastic predictive models) In-depth knowledge and skills to analyze large datasets using both statistical and advanced data mining/machine learning algorithms Analysis of large datasets from Plugged-in Midlands Project (PiM) and eBridge project related to Electric Vehicles charging events and EV trips (R studio, Matlab, SPSS, WEKA tool and RapidMiner software packages used) Cluster Analysis using k-means algorithm to extract typical profiles (Matlab, R) Statistical Analysis using Regression models to investigate the long-term trend of a time series (Matlab, SPSS) Development of a quantitative risk analysis (decision making) model (based on Fuzzy-Logic) to identify the potential risk of EV charging demand on a distribution network (Matlab) Spatial Data Analysis (using Google Earth/Google Maps, Open Street Maps) Data Visualization experience (UML diagrams, Matlab, Microsoft Office) Professional experience using tools and techniques to utilize Business Intelligence in order to drive competitive advantages and create new strategic business opportunities Organizational and Analytical skills, Strong commitment to learn and a strong drive to achieve results, Intellectual skills and creative thinking, Ability to work independently and within a team environment and deal in a challenging environment under pressure, Strong independent decision-making, organizational, planning and problem-solving skills
I am a passionate and experienced Java developer with a PhD in Unsupervised Machine Learning. Over the years I have worked in Software Development for organisations like Sky, the Welsh NHS and Bangor University. This has included direct employment and in a consultancy basis through my company, Sourcepulp. In the latter capacity I have coordinated two software projects working with the Welsh NHS. I have experience of leading small development teams, both of my own employees and as a lead developer for Infinity. I am a believer in the principles of the Agile manifesto, and not over-complicating them.
I have a lot of experience designing, developing and maintaining modern Java RESTful HAL/JSON APIs built with Spring, deploying them as Docker images on Kubernetes (GKE). I have also worked with Groovy, Scala and C# professionally.
My academic interests are in Change Detection and Machine Learning. The title of my PhD was "Unsupervised Change Detection in Multivariate Streaming Data". I developed general improvements to the process of unsupervised multivariate change detection, which are applicable together within a pipeline. I am the author of several journal papers on this subject, and have acted as a reviewer for:
- Information Sciences - IEEE Transactions on Learning Systems and Neural Networks - IEEE Transactions on Reliability more
I am a proactive and technologically minded professional with a strong academic record and commercial experience in data science projects for both private and public organisations. Interacting closely with C-level executives and business stakeholders, I have developed a high level of business acumen in retail, FMCG, higher education, and the healthcare sector. My adaptability, problem-solving mindset and strong communication skills, moreover, allow me to work collaboratively within multidisciplinary teams as well as cope with pressure and keep on top of deadlines effectively.