Career

April 2022 - Present Senior Machine Learning Engineer, PlayStation, Sony Interactive Entertainment Europe, London, UK.

Dec 2021 - March 2022 Teaching Fellow, Imperial College, London, UK.

Courses:

• Machine Learning.
• Applied Machine Learning.

Sept 2017 - Nov 2021 Postdoctoral Research Associate, Imperial College, London, UK.

Design of novel data-driven and model-based machine learning algorithms to improve human decision-making accuracy from physiological and behavioural signals.

• Development of real-time sequential model to decode human cognitive states from multimodal physiological data.
• Development of real-time sequential model to anticipate decision correctness from eye gaze and head pose data.
• Design of task-aware visual attention model to predict human focus attention.

Feb 2017 - Aug 2017 Postdoctoral Industrial Intern, Cobham Wireless, Stevenage, UK.

Investigation and development of 5G technologies from concept up to prototype level.

• Development of real-time polar error correcting codes prototype.
• Demo Setup for LTE LAA System for MWC2017.
• Demo Setup for LTE-Based Virtual Reality Application for MWC2017.

Mar 2013 - Jan 2017 PhD candidate, University College London (UCL), London, UK.

Development of downlink signal processing techniques to improve power efficiency of multiuser Massive-MIMO Systems for future 5G deployments.

• Convex optimization.
• Signal Processing Techniques for Multiuser Massive-MIMO Systems.
• Multiuser Millimetre Wave MIMO Systems.

Aug 2012 - Feb 2013 Visiting researcher, NASA Jet Propulsion Laboratory, Pasadena, CA, USA.

Analysis of ground and space-based radar data for precipitation classification.