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Thèse Guillaume Bernard / Jeux de données / dataset_manipulation_tools / compute_dense_vectors
GNU General Public License v3.0 or laterThis software is used to compute dense vectorisations (sentence embeddings) of sequences of sentences of natural text. It is able to handle multilingual documents until the model used is a multilingual one. This relies on the S-BERT architecture, software and models (https://www.sbert.net/). It computes dense vector representations for tokens, lemmas, entities, etc. of your datasets.
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Codes to implement regularized multilevel regression with post-stratification in the context of bycatch estimation
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galactic / public / src / helpers / population
BSD 3-Clause "New" or "Revised" LicenseUpdated -
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Thèse Guillaume Bernard / Développement / from events to documents / request_documents_based_on_events_they_report
GNU General Public License v3.0 or laterRequests to collect documents relating real-world events (themselves described using wikivents) stored in a global index (provided by database_infrastructure_text_mining).
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Thèse Guillaume Bernard / Jeux de données / dataset_manipulation_tools / compute_tf_idf_weights
GNU General Public License v3.0 or laterThis software is used to compute TF IDF weighting from texts that are based on the document_tracking_resources format. Vectors and weightings are computed thanks to a resource file that contains a representation of the language used in the same context as the text to weight (news features to weight texts published in the news).
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Thèse Guillaume Bernard / Développement / from documents to events / documents_tracking_resources
GNU General Public License v3.0 or laterResources and Python API to manipulate datasets of news documents. It manipulates data in the .pickle format with the help of pandas and numpy. It can perform operations on the datasets.
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