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.
retrieval-augmented-generation Haystack viterbi sequence-prediction evaluation-metrics scikit-learn pos-tags named-entity-recognition embeddings conditional-random-fields classification word2vec triplet-loss syntactic-dependencies sentence-transformers relationship-extraction neural-networks information-retrieval fine-tuning coursera conference SyntaxNet NLTK LSTM wikidata transformers tokenization tf-idf text-summarisation semantic-web semantic-drift resources reference-post production portuguese political-science naive-bayes multi-label-classification monitoring mlops metadata-extraction 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 KONVENS GRU