Named Entity Recognition (LSTM + CRF) - Tensorflow

A fast, efficient universal vector embedding utility package.

Python codes in Machine Learning, NLP, Deep Learning and Reinforcement Learning with Keras and Theano

Fast vectorization, topic modeling, distances and GloVe word embeddings in R.

Simple and Efficient Tensorflow implementations of NER models with tf.estimator and tf.data

Four word embedding models implemented in Python. Supporting arbitrary context features

Fast word vectors with little memory usage in Python

Text classification using deep learning models in Pytorch

Python package with source code from the course "Creative Applications of Deep Learning w/ TensorFlow"

This repository contains a new generative model of chatbot based on seq2seq modeling.

Word2Vec, GloVe, and Lexvec in Go!

Programming Assignments and Lectures for Stanford's CS 224: Natural Language Processing with Deep Learning

Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis".

Using pre trained word embeddings (Fasttext, Word2Vec)

Implementation of Hierarchical Attention Networks in PyTorch

Efficient and clean PyTorch reimplementation of "End-to-end Neural Coreference Resolution" (Lee et al., EMNLP 2017).

Word Embedding + LSTM + FC

Source code for the paper A Memory-Augmented Neural Model for Automated Grading

Taking a pretrained GloVe model, and using it as a TensorFlow embedding weight layer **inside the GPU**. Therefore, you only need to send the index of the words through the GPU data transfer bus, reducing data transfer overhead.

Effective Dimensionality Reduction for Word Embeddings.

GloVe word vector embedding experiments (similar to Word2Vec)

Dice.com repo to accompany the dice.com 'Vectors in Search' talk by Simon Hughes, from the Activate 2018 search conference, and the 'Searching with Vectors' talk from Haystack 2019 (US). Builds upon my conceptual search and semantic search work from 2015

Franc1sco has been getting away with unethical business practices for years, do not support him by buying plugins off him! If you really need his plugins they are leaked in this repo.

Visualize word embeddings of a vocabulary in TensorBoard, including the neighbors

Indra is a Web Service which allows easy access to different distributional semantics models in several languages.

Implementation of the methods proposed in **Adversarial Training Methods for Semi-Supervised Text Classification** on IMDB dataset (without pre-training)

WPF编写的词向量可视化工具，比较word2vec, glove, fastText的不同

Deep-learning model presented in "DataStories at SemEval-2017 Task 6: Siamese LSTM with Attention for Humorous Text Comparison".

Sarcasm Detection for Sentiment Analysis

Exploring the simple sentence similarity measurements using word embeddings