I leverage my triple Actuarial Science (B.Com.), Statistics & Mathematics (B.Sc.Hons) and Artificial Intelligence, Data Science & Engineering (M.IT) to tell stories that provide insight into all things data, how data impacts every aspect of business operations and customers loyalty and how a data-driven world will shape the future of customer analytics and how to turn data into actionable insights and model which allow companies to create a data-driven & customer centric product.

As an individual how started working in the industry as a Statistical analyst then move into a Data scientist role then slowly taking more interest towards Machine Learning and data engineering's responsibility, I became a generalist that able to see from end-to-end the true cycle of a real DS/ML project. I started off building material to share with my colleagues and university tutorial group, I strike to share more industry best practice to others to learn from.

As I have been involved in multiple large scale customer loyalty project using multiple cloud platform such as GCP, AWS and Azure, I offer a distinct perspective on how to design solutions which work across cloud and interesting things to look out to.

I am fortunate to have a great day job, I aim to use Medium as a platform to connect with those in my field while exploring my interests within the niches of data science, technology, engineering and advance solution architecture. My hope is that my work brings awareness to the fulfilling and impactful role of the data scientist/machine learning engineer within data-driven organisations while demystifying different tool sets around this topic.

Please feel free to join me at LinkedIn and, if you're so inclined, you can join Medium to share and explore the ever-expanding, ever-evolving role of data in business.