I’m Ahmad Muhammad, a data engineer applying mathematics and software principles to solve real-world problems using data. I consider myself a tool-agnostic engineer.

Theory comes first. Implementation is usually the easy part.

I believe that theory and abstract science should always come first, and implementation is often the easiest part. This is especially true with many data solution companies creating tools with great user experiences to attract the community's attention.