Build a Latent Semantic Indexing (LSI) modelΒΆ

The option use_hashing=True must be set for the feature extraction. Recommended options also include, use_idf=1, sublinear_tf=0, binary=0.

The recommended value for the n_components (dimensions of the SVD decompositions) is in the [100, 200] range.

  • URL: /api/v0/lsi/

  • Method: POST URL Params: None

  • Data Params:

    • n_components: Desired dimensionality of the output data. Must be strictly less than the number of features.
    • dataset_id: dataset id

  • Success Response: HTTP 200

     {"id": <str>, "explained_variance": <float> }