Lefts vs Product Hunters liked my idea

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones.

The Best AI journal app that turns your thoughts, voice notes, and links into a sorted personal journal. Private by default, exportable anytime.

About Lefts

Lefts is a very simple domain specific language for building complex machine learning workflows from simple ones. Starting with your favourite machine learning models, you can use Lefts operations to:. Without making subsequent model fitting, evaluation or experimentation any more complex than it was with the original model. This implementation is built on top of the excellent Polars DataFrame library. E nsemble: Takes a set of models and makes them evaluate as one. F eed: Allows the output of one model to be used as a feature or target by another.

About Product Hunters liked my idea

The Best AI journal app that turns your thoughts, voice notes, and links into a sorted personal journal. Private by default, exportable anytime. We find the moods, patterns, and people behind them, so you can actually see your own growth. We do the work of noticing your moods, habits, and the patterns tying it all together. Just write or speak what's on your mind - we turn it into something you can actually search, track, and learn from.