distinction 0.0.1

A fast binary classifier using feature selection of sentence transformer embeddings.

Dependencies

Tested with:

• Numpy >= 1.25.0
• SentenceTransformers >= 3.0.1

Installation

From Github

pip3 install git+https://github.com/er1kb/distinction

or clone and install locally:

git clone https://github.com/er1kb/distinction.git && cd distinction && pip3 install .

From PyPI

python3 -m pip install distinction

English

What is it

Examples

Split records

Combine records

Classifier from training_data - raw text

Classifier from training_data - pre-encoded

Tune similarity

Tune selection

Tune with plots

Use optimized criteria from tune()

Prediction pipeline

Swedish

TODO

import distinction as ds
C = ds.Classifier(**kwargs)
[*C.train(training_data = ...)]
predictions = [*C.predict(...)]