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| <div class="section" id="text-tutorials"> |
| <h1>Text Tutorials<a class="headerlink" href="#text-tutorials" title="Permalink to this headline">¶</a></h1> |
| <p>These tutorials will help you learn how to create and use models that work with text and other natural language processing tasks.</p> |
| <div class="section" id="word-embedding"> |
| <h2>Word Embedding<a class="headerlink" href="#word-embedding" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-pre-trained-word-embeddings"> |
| <span class="mx-card-title">Pre-trained Word Embeddings</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/word_embedding/word_embedding.html</span><p class="mx-card-text"><p>Basics on how to use word embedding with vocab in GluonNLP and apply it on word similarity and analogy problems.</p> |
| </p> |
| </div> |
| <div class="mx-card docutils container" id="card-word-embeddings-training-and-evaluation"> |
| <span class="mx-card-title">Word Embeddings Training and Evaluation</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/word_embedding/word_embedding_training.html</span><p class="mx-card-text"><p>Learn how to train fastText and word2vec embeddings on your own dataset, and determine embedding quality through intrinsic evaluation.</p> |
| </p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="language-model"> |
| <h2>Language Model<a class="headerlink" href="#language-model" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-lstm-based-language-models"> |
| <span class="mx-card-title">LSTM-based Language Models</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/language_model/language_model.html</span><p class="mx-card-text"><p>Learn what a language model is, what it can do, and how to train a word-level language model with truncated back-propagation-through-time (BPTT).</p> |
| </p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="machine-translation"> |
| <h2>Machine Translation<a class="headerlink" href="#machine-translation" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-google-neural-machine-translation"> |
| <span class="mx-card-title">Google Neural Machine Translation</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/machine_translation/gnmt.html</span><p class="mx-card-text"><p>Learn how to train Google Neural Machine Translation, a seq2seq with attention model.</p> |
| </p> |
| </div> |
| <div class="mx-card docutils container" id="card-machine-translation-with-transformer"> |
| <span class="mx-card-title">Machine Translation with Transformer</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/machine_translation/transformer.html</span><p class="mx-card-text"><p>Learn how to use a pre-trained transformer translation model for English to German translation.</p> |
| </p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="sentence-embedding"> |
| <h2>Sentence Embedding<a class="headerlink" href="#sentence-embedding" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-elmo-deep-contextualized-word-representations"> |
| <span class="mx-card-title">ELMo: Deep Contextualized Word Representations</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/sentence_embedding/elmo_sentence_representation.html</span><p class="mx-card-text"><p>See how to use GluonNLP’s model API to automatically download the pre-trained ELMo model from NAACL2018 best paper, and extract features with it.</p> |
| </p> |
| </div> |
| <div class="mx-card docutils container" id="card-a-structured-self-attentive-sentence-embedding"> |
| <span class="mx-card-title">A Structured Self-attentive Sentence Embedding</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/sentence_embedding/self_attentive_sentence_embedding.html</span><p class="mx-card-text"><p>See how to use GluonNLP to build more advanced model structure for extracting sentence embeddings to predict Yelp review rating.</p> |
| </p> |
| </div> |
| <div class="mx-card docutils container" id="card-bert-bidirectional-encoder-representations-from-transformers"> |
| <span class="mx-card-title">BERT: Bidirectional Encoder Representations from Transformers</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/sentence_embedding/bert.html</span><p class="mx-card-text"><p>See how to use GluonNLP to fine-tune a sentence pair classification model with pre-trained BERT parameters.</p> |
| </p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="sentiment-analysis"> |
| <h2>Sentiment Analysis<a class="headerlink" href="#sentiment-analysis" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-sentiment-analysis-by-fine-tuning-word-language-model"> |
| <span class="mx-card-title">Sentiment Analysis by Fine-tuning Word Language Model</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/sentiment_analysis/sentiment_analysis.html</span><p class="mx-card-text"><p>See how to fine-tune a pre-trained language model to perform sentiment analysis on movie reviews.</p> |
| </p> |
| </div> |
| </div> |
| </div> |
| <div class="section" id="sequence-sampling"> |
| <h2>Sequence Sampling<a class="headerlink" href="#sequence-sampling" title="Permalink to this headline">¶</a></h2> |
| <div class="cards docutils container"> |
| <div class="mx-card docutils container" id="card-sequence-generation-with-sampling-and-beam-search"> |
| <span class="mx-card-title">Sequence Generation with Sampling and Beam Search</span><span class="mx-card-link">https://gluon-nlp.mxnet.io/examples/sequence_sampling/sequence_sampling.html</span><p class="mx-card-text"><p>Learn how to generate sentence from pre-trained language model through sampling and beam search.</p> |
| </p> |
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| <p class="caption"> |
| <span class="caption-text">Table Of Contents</span> |
| </p> |
| <ul> |
| <li><a class="reference internal" href="#">Text Tutorials</a><ul> |
| <li><a class="reference internal" href="#word-embedding">Word Embedding</a></li> |
| <li><a class="reference internal" href="#language-model">Language Model</a></li> |
| <li><a class="reference internal" href="#machine-translation">Machine Translation</a></li> |
| <li><a class="reference internal" href="#sentence-embedding">Sentence Embedding</a></li> |
| <li><a class="reference internal" href="#sentiment-analysis">Sentiment Analysis</a></li> |
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