• 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 Python NLTK toolkit, precisely how to instantiate a DependencyGraph object with SyntaxNet's output.

viterbi sequence-prediction pos-tags scikit-learn neural-networks conditional-random-fields NER word2vec syntactic-dependencies evaluation_metrics document-classification classification SyntaxNet NLTK word-embeddings tokenization tf-idf stanford-NER relationship-extraction named-entity-recognition naive-bayes multi-label-classification maximum-entropy-markov-models logistic-regression language-models information-extraction imbalanced_data hyperparameter-optimization hidden-markov-models grid-search glove gensim fasttext doc2vec dependency-graph deep-learning convolutional-neural-networks character-language-models character-embeddings PyData LSTM ELMo BERT