├── .gitignore ├── LICENSE ├── README.md ├── abstractive-summarization ├── 1.dilated-seq2seq.ipynb ├── 2.pointer-generator-bahdanau.ipynb ├── 3.pointer-generator-luong.ipynb ├── 4.dilated-fairseq-pointer-generator.ipynb ├── 5.bert-multilanguage-dilated-fairseq-pointer-generator.ipynb ├── README.md └── pointer_generator_helper.py ├── augmentation └── 1.word2vec.ipynb ├── cintailah-bahasa-malaysia-menggunakan-tensorflow.jpg ├── dependency-parsing ├── 1.lstm-birnn-crf-biaffine.ipynb ├── 2.lstm-birnn-bahdanau-crf-biaffine.ipynb ├── 3.lstm-birnn-luong-crf-biaffine.ipynb ├── 4.bert-crf-biaffine.ipynb ├── 5.biaffine-attention-cross-entropy.ipynb ├── 6.bert-biaffine-attention-cross-entropy.ipynb ├── 7.xlnet-biaffine-attention-cross-entropy.ipynb └── README.md ├── english-malay-translation ├── 1.attention-is-all-you-need.ipynb ├── 2.birnn-seq2seq-beam-luong.ipynb ├── 3.conv-encoder-conv-decoder.ipynb ├── 4.dilated-conv-encoder-dilated-conv-decoder.ipynb ├── 5.dilated-conv-encoder-dilated-conv-self-attention.ipynb ├── README.md └── translation-tokenization.ipynb ├── entity-tagging ├── 1.concat.ipynb ├── 2.luong.ipynb ├── 3.bahdanau.ipynb ├── 4.bert-multilanguage-ner.ipynb ├── 5.bert-base-ner.ipynb ├── 6.bert-small-ner.ipynb ├── 7.xlnet-base.ipynb └── README.md ├── extractive-summarization ├── 1.skip-thought.ipynb ├── 2.residual-network-bahdanau.ipynb └── README.md ├── long-text-classification ├── 1.dilated-cnn.ipynb ├── 2.wavenet.ipynb ├── 3.relevancy-multilanguage.ipynb ├── 4.relevancy-base.ipynb └── README.md ├── normal-text-classification ├── 1.bahdanau.ipynb ├── 2.luong.ipynb ├── 3.bert.ipynb └── README.md ├── optical-character-recognition ├── 1.cnn-rnn-ctc.ipynb ├── 2.im2latex.ipynb └── README.md ├── pos-tagging ├── 1.bidirectional-lstm-crf.ipynb ├── 2.bidirectional-lstm-crf-bahdanau.ipynb ├── 3.bidirectional-lstm-crf-luong.ipynb ├── 4.bert-bahasa-base-pos.ipynb ├── 5.xlnet-bahasa-pos.ipynb └── README.md ├── question-answer ├── 1.end-to-end-gru.ipynb ├── 2.dynamic-memory-gru.ipynb └── README.md ├── semantic-similarity ├── augmenting.ipynb ├── bahdanau-contrastive.ipynb ├── bert-crossentropy.ipynb ├── dilated-cnn-contrastive.ipynb └── self-attention-contrastive.ipynb ├── sparse-classification ├── 1.fast-text-ngrams.ipynb └── README.md ├── speech-to-text ├── 1.birnn-lstm-greedy.ipynb ├── 2.wavenet.ipynb ├── 3.deep-speech-2.ipynb ├── 4.dilated-cnn.ipynb ├── 5.im2latex.ipynb ├── README.md ├── augmentation.ipynb ├── augmentation.py └── caching.py ├── spelling-correction └── 1.bert.ipynb ├── stemming ├── 1.seq2seq-lstm.ipynb ├── 2.seq2seq-bahdanau.ipynb ├── 3.seq2seq-luong.ipynb └── README.md ├── text-to-speech ├── 1.tacotron │ ├── tacotron.ipynb │ ├── tacotron.py │ ├── test.wav │ └── utils.py ├── 2.seq2seq-bahdanau.ipynb ├── 3.deep-cnn-monothonic-attention.ipynb ├── README.md ├── caching.py └── utils.py ├── topic-generator ├── 1.tat.ipynb ├── 2.tav.ipynb ├── 3.mta.ipynb └── README.md ├── topic-modeling ├── 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