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tensorfuzz

A library for performing coverage guided fuzzing of neural networks

text

Data loaders and abstractions for text and NLP

textrank4zh

:deciduous_tree:从中文文本中自动提取关键词和摘要

the-gan-zoo

A list of all named GANs!

transformer

Transformer seq2seq model, program that can build a language translator from parallel corpus

transformer-abstractive-summarization

Code for the paper "Efficient Adaption of Pretrained Transformers for Abstractive Summarization"

transformer-ls

Official PyTorch implementation of Long-Short Transformer (NeurIPS 2021).

transformer-word-segmenter

Sequence labeling base on universal transformer (Transformer encoder) and CRF; 基于Universal Transformer + CRF 的中文分词和词性标注

transunet

This repository includes the official project of TransUNet, presented in our paper: TransUNet: Transformers Make Strong Encoders for Medical Image Segmentation.

trax

Trax — Deep Learning with Clear Code and Speed

unc-net

Code to support characterizing sources of uncertainty to proxy calibration and disambiguate annotator and data bias.

uncertainty-baselines

High-quality implementations of standard and SOTA methods on a variety of tasks.

unified-spectral-prosodic-se

unilm

Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

universal-transformer-pytorch

Implementation of Universal Transformer in Pytorch

unsupervised_learning_of_dense_shape_correspondence

valen

verified_calibration

Calibration library and code for the paper: Verified Uncertainty Calibration. Ananya Kumar, Percy Liang, Tengyu Ma. NeurIPS 2019 (Spotlight).

vilt

Code for the ICML 2021 (long talk) paper: "ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision"

vision_transformer

volta

Code and data for the framework in "Multimodal Pretraining Unmasked: A Meta-Analysis and a Unified Framework of Vision-and-Language BERTs", TACL 2021.

voxpopuli

A large-scale multilingual speech corpus for representation learning, semi-supervised learning and interpretation

vq-vae-audio

Implementation of VQ-VAE for audio

vqa-outliers

Code and Experiments for ACL-IJCNLP 2021 Paper "Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering."

w2v2-how-to

How to use our public wav2vec2 dimensional emotion model

wavenet_autoencoders

WaveNet auto-ancoders for ZeroSpeech challenge 2020

weaksupervisedsegmentationlist

This repository contains lists of state-or-art weakly supervised semantic segmentation works

worker

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

xlnet

XLNet: Generalized Autoregressive Pretraining for Language Understanding