vecto
Vecto is work in progress. Everything that works at the moment is described in the present tutorial; feel free to get in touch if anything is not clear. Also, new functionality is coming in the nearest months, so check back for more features!
+-------------------------------------------------------------+-----------------------------------------------------------+ | DONE | IN PROGRESS | +=============================================================+===========================================================+ +-------------------------------------------------------------+-----------------------------------------------------------+ | General: | +-------------------------------------------------------------+-----------------------------------------------------------+ | - Loading various vsm formats: plain text, npy, binary, h5p | - Pretty data downloader for benchmarks | | - Metadata generation | | | - Basic vector operations, efficient similarity search | | | - VSM visualization | | +-------------------------------------------------------------+-----------------------------------------------------------+ +-------------------------------------------------------------+-----------------------------------------------------------+ | VSM generation: | +-------------------------------------------------------------+-----------------------------------------------------------+ | - word2vec | - GloVe | | - - Character-level VSM | - SVD | | | | +-------------------------------------------------------------+-----------------------------------------------------------+ +-------------------------------------------------------------+-----------------------------------------------------------+ | VSM evaluation: | +-------------------------------------------------------------+-----------------------------------------------------------+ | - 6 methods of solving word analogies | - natural language inference | | - similarity and relatedness tests | - language modeling | | - text classification | - neural machine translation | | - sequence labeling (POS-tagging, chunking, NER) | - subjectivity classification | | | - and more! | +-------------------------------------------------------------+-----------------------------------------------------------+