Revising Expense Classifier Two Years Later

February 1, 2026

Two years have passed and revisiting old code can be an interesting experience.

You would hope that two years passed, I would be wiser, sometimes - yes! And likely not. (In my case, I think so)

I revised my expense classifier. A mini project devised at the time from a housemate who has a python project projecting his finances. Anyways, here's the changelog. This is what was and improvements to the code.

Before:

Before - Expense Classifier UI

After:

After - Expense Classifer UI

Still has a long way to go for it before it's well worthy of a quality product.