Abstract: The traditional portfolio management approaches tend to rely on static models that struggle to adapt to changing market conditions. This paper deploys a multi-model deep reinforcement ...

Upwork details 20 side hustle ideas for supplementary income, emphasizing creativity and flexibility to meet holiday expenses ...

Abstract: A crucial component of financial decision-making is portfolio optimisation, which aims to minimise risk and maximise profits. The mean-variance model is one of the traditional methods that ...

This portfolio website serves as a comprehensive showcase of Muhammad Ilyas Amran's professional journey as a Software Developer and Graphic Designer. It includes detailed sections for education, work ...