Essays about: "FastText"

Showing result 16 - 20 of 24 essays containing the word FastText.

  1. 16. Comparison of methods applied to job matching based on soft skills

    University essay from Uppsala universitet/Institutionen för informationsteknologi

    Author : Emilia Elm; [2020]
    Keywords : word2vec; jobseeker; fasttext; cosine similarity;

    Abstract : The expression ''Hire for attitude, train for skills'' is used as a motive to create a matching program where companies and job seekers' soft qualities are measured and compared against each other. Are there better or worse methods for this purpose, and how do they compare with each other? By associating soft qualities with companies and job seekers, it is possible to generate a value for how well they match. READ MORE

  2. 17. Hierarchical text classification of fiction books : With Thema subject categories

    University essay from Linköpings universitet/Interaktiva och kognitiva system

    Author : Alice Reinaudo; [2019]
    Keywords : ;

    Abstract : Categorizing books and literature of any genre and subject area is a vital task for publishers which seek to distribute their books to the appropriate audiences. It is common that different countries use different subject categorization schemes, which makes international book trading more difficult due to the need to categorize books from scratch once they reach another country. READ MORE

  3. 18. Low Supervision, Low Corpus size, Low Similarity! Challenges in cross-lingual alignment of word embeddings : An exploration of the limitations of cross-lingual word embedding alignment in truly low resource scenarios

    University essay from Uppsala universitet/Institutionen för lingvistik och filologi

    Author : Andrew Dyer; [2019]
    Keywords : word embeddings; cross-lingual; multilingual; low-resource; corpus size; Vecmap; FastText; alignment; orthogonal; eigenvalues; Laplacian; isospectral; isomorphic; bilingual lexicon induction;

    Abstract : Cross-lingual word embeddings are an increasingly important reseource in cross-lingual methods for NLP, particularly for their role in transfer learning and unsupervised machine translation, purportedly opening up the opportunity for NLP applications for low-resource languages.  However, most research in this area implicitly expects the availablility of vast monolingual corpora for training embeddings, a scenario which is not realistic for many of the world's languages. READ MORE

  4. 19. Descriptive Music Search With Domain-Specific Word Embeddings

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Alva Liu; [2019]
    Keywords : descriptive search; word embeddings; domain knowledge; extrinsic evaluation; fastText; deskriptiv sökning; ordvektorer; domänkunskap; indirekt utvärdering; fastText;

    Abstract : Descriptive search is a type of exploratory search that allows users to search for content by providing descriptors. Instead of having a specific target in mind, the user looks for a recommendation of items that matches the given descriptors. READ MORE

  5. 20. Named-entity recognition in Czech historical texts : Using a CNN-BiLSTM neural network model

    University essay from Uppsala universitet/Institutionen för lingvistik och filologi

    Author : Helena Hubková; [2019]
    Keywords : named entity recognition; Czech historical texts; historical newspapers; CNN-BiLSTM neural network;

    Abstract : The thesis presents named-entity recognition in Czech historical newspapers from Modern Access to Historical Sources Project. Our goal was to create a specific corpus and annotation manual for the project and evaluate neural networks methods for named-entity recognition within the task. READ MORE