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LI ZHENG's starred repositories

unilm

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

Language:PythonMIT19105 298 1329

horovod

Distributed training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.

Language:PythonNOASSERTION14062 333 2235

LASER

Language-Agnostic SEntence Representations

Language:Jupyter NotebookNOASSERTION3553 89 210

XLM

PyTorch original implementation of Cross-lingual Language Model Pretraining.

Language:PythonNOASSERTION2868 57 334

bpemb

Pre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)

Language:PythonMIT1169 29 63

Hands-On-Meta-Learning-With-Python

Learning to Learn using One-Shot Learning, MAML, Reptile, Meta-SGD and more with Tensorflow

Language:Jupyter Notebook1149 40 5

supervised-reptile

Code for the paper "On First-Order Meta-Learning Algorithms"

Language:JavaScriptMIT982 158 31

meta-transfer-learning

TensorFlow and PyTorch implementation of "Meta-Transfer Learning for Few-Shot Learning" (CVPR2019)

Language:PythonMIT731 22 60

FewRel

A Large-Scale Few-Shot Relation Extraction Dataset

Language:PythonMIT716 24 82

MatchingNetworks

An attempt at replicating the Matching Networks for One Shot Learning in Tensorflow - Paper URL: https://arxiv.org/pdf/1606.04080.pdf

Language:PythonMIT327 19 20

Relation-Network-Tensorflow

Tensorflow implementations of Relational Networks and a VQA dataset named Sort-of-CLEVR proposed by DeepMind.

Language:PythonMIT321 22 14

TPN

Code for ICLR19 paper: Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning.

Language:Python241 6 7

bert-multi-gpu

Feel free to fine tune large BERT models with Multi-GPU and FP16 support.

Language:PythonApache-2.0192 8 27

HATT-Proto

Code and dataset of AAAI2019 paper Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification

Language:PythonMIT184 8 19

MLDoc

A Corpus for Multilingual Document Classification in Eight Languages.

Language:PythonNOASSERTION153 8 7

GCN-Align

Code of the paper: Cross-lingual Knowledge Graph Alignment via Graph Convolutional Networks.

Language:Python129 5 10

tf-layer-norm

TensorFlow implementation of normalizations such as Layer Normalization, HyperNetworks.

Language:Python112 12 4

TCML-tensorflow

Tensorflow implementation of Meta-Learning with Temporal Convolutions

Language:PythonMIT98 43 1

tensorflow-maml

TensorFlow 2.0 implementation of MAML.

Language:Jupyter NotebookApache-2.084 2 5

Meta-SGD

Meta-SGD experiment on Omniglot classification compared with MAML

Language:Python79 3 5

Keras-MNIST-center-loss-with-visualization

An implementation for mnist center loss training and visualization

Language:Python75 4 7

joint_align

Cross-lingual Alignment vs Joint Training: A Comparative Study and A Simple Unified Framework

Language:Python52 4 1

imp

infinite mixture prototypes for few-shot learning

Language:Python47 2 5

MNIST-center-loss

Center loss implementation in Keras

Language:Python41 30

One-Shot-Learning

Matching Networks Tensorflow 2 Implementation for few-shot AD diagnosis

Language:Jupyter NotebookApache-2.021 50

reptile-tf2

A TensorFlow 2.0 with eager execution implementation of Pytorch OpenAI few-shot regression toy example

Language:Jupyter Notebook17 3 1

seq_tagger

Sequence Tagging with Cross-Lingual Transfer Learning

Language:PythonMIT17 3 1

XRTransfer

Code and dataset for "Transfer Learning Between Related Tasks Using Expected Label Proportions"

Language:Python16 30

deep_metric_learning_tf2.0

A tensorflow2.0 implementation of triplet loss with online hard mining strategy

Language:Jupyter Notebook1400

BiLexNet

Code and Data from the EMNLP 2019 paper "Weakly Supervised Cross-lingual Semantic Relation Classification via Knowledge Distillation"

Language:PythonMIT2 40