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projector (version 0.0.2)

Project Dense Vectors Representation of Texts on a 2D Plan

Description

Display dense vector representation of texts on a 2D plan to better understand embeddings by observing the neighbors of a selected text. It also includes an interactive application to change dynamically the pivot text.

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Install

install.packages('projector')

Monthly Downloads

10

Version

0.0.2

License

MIT + file LICENSE

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Maintainer

Michael Benesty

Last Published

February 27th, 2018

Functions in projector (0.0.2)

plot_texts

Plot vectors on a 2D plan
retrieve_neighbors

Retrieve a list of neighbor vectors
interactive_embedding_exploration

Interactive exploration of embeddings
load_annoy_model

get_coordinates

Compute 2D coordinates of vectors
get_coordinates_pca

Compute 2D coordinates using PCA
get_coordinates_tsne

Compute 2D coordinates using T-SNE
get_neighbors

Retrieve the most closest vector representation
save_annoy_model

center_coordinates

Center coordinates around the pivot vector
get_annoy_model

Build Annoy model