Who needs MLflow when you have SQLite?
I spent about six years working as a data scientist and tried to use MLflow several times (and others as well) to track my experiments; however, every time I tried using it, I abandoned it a few days after. There were a few things I didn't like: it seemed too much to have to start a web server to look at my experiments, and I found the query feature extremely limiting (if my experiments are stored in a SQL table, why not allow me to query them with SQL). I also found comparing the experiments limited. I rarely have a project where a single (or a couple of) metric(s) is enough to evaluate a model. It's mostly a combination of metrics and evaluation plots that I need to look at to assess a model.
Nov-19-2022, 07:25:28 GMT
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