syntactic-dependencies
- Google's SyntaxNet - HTTP API for Portuguese (22 Jul 2017)
How to set up a SyntaxNet HTTP endpoint for any language, and how to submit text to be tagged through Python, this post shows an example for Portuguese, but can easily be adapted to any other supported language. - Google's SyntaxNet in Python NLTK (25 Mar 2017)
This post shows how to load the output of SyntaxNet into the Python NLTK toolkit, and precisely how to instantiate a DependencyGraph object with SyntaxNet's output.
viterbi sequence-prediction scikit-learn pos-tags evaluation_metrics conditional-random-fields classification NER word2vec word-embeddings triplet-loss syntactic-dependencies sentence-transformers relationship-extraction neural-networks fine-tuning embeddings coursera conference SyntaxNet NLTK LSTM CRF wikidata transformers tokenization tf-idf text-summarisation semantic-web semantic-drift resources reference-post production portuguese political-science named-entity-recognition naive-bayes multi-label-classification monitoring mlops metrics maximum-entropy-markov-models logistic-regression llms language-models information-extraction imbalanced_data hyperparameter-optimization hidden-markov-models grid-search gensim generative-ai fasttext document-classification doc2vec deployment dependency-graph dataset data-challenge convolutional-neural-networks contrastive-learning books attention SPARQL RNN PyData KOVENS GRU