My name is Ryzal and I am a practitioner in the field of machine learning. When I am not supporting machine learning project teams with making their applications production ready, I work on inculcating the culture of DevOps/MLOps, be it internally at my current organisation, AI Singapore, or the many external organisations that I have had a privilege of working/interacting with.

Aside from my daily concerns in applied machine learning, I have a strong interest in all things related to site reliability engineering (SRE) and cybersecurity. Ultimately, hardening and ensuring reliability of distributed applications, be it for machine learning problem statements or software applications, are matters that I dwell on from time to time.

Here are some of the tools that I use almost on a daily basis. The list below however is non-exhaustive and it is meant to be as tools are ephemeral. Concepts and ideas are less so.

• Data Versioning for CD4ML (Part 1 | Part 2)
• End-to-end Machine Learning Project Template (GCP | AI Singapore On-premise)