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backtranslated-imdb

Backtranslations of IMDB movie reviews for Data Augmentation Purposes

bert

TensorFlow code and pre-trained models for BERT

bert-keras

Keras implementation of BERT with pre-trained weights

contextual_augmentation

Contextual augmentation, a text data augmentation using a bidirectional language model.

custom_bert_pipeline

taking apart BERT to better understand how to build a classifier pipeline

eda_nlp

Code for the EMNLP-IJCNLP paper: Easy data augmentation techniques for boosting performance on text classification tasks.

git-games

play paper and pencil games using GIT for educational purposes

handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

hate-speech

Source code of the experiment documented in: Pitsilis G.K, Ramampiaro, H., Langseth, H., “Detecting Offensive Language in Tweets Using Deep Learning”, 2018/1/13, arXiv preprint arXiv:1801.04433.

nlm-noising

nlpaug

Data augmentation for NLP

nmt

TensorFlow Neural Machine Translation Tutorial

odenet

Open German WordNet

python_git_programming_course

Programming using Python, GIT and others in science

pytorch-transformers-classification

Based on the Pytorch-Transformers library by HuggingFace. To be used as a starting point for employing Transformer models in text classification tasks. Contains code to easily train BERT, XLNet, RoBERTa, and XLM models for text classification.

simpletransformers

Transformers made simple with training, evaluation, and prediction possible with one line each. Currently supports Sequence Classification (binary, multiclass, multilabel), Token Classification (NER), and Question Answering. Built on top of the Hugging Face Transformer library.

tensorflow

An Open Source Machine Learning Framework for Everyone

testn_feste

texar

Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow

text_classification

Text Classification Algorithms: A Survey

the_augmented_bert

twitter-hatespeech

Deep Learning models to detect hate speech in tweets