machine-learning-courses

A collection of machine learning courses.

machine-learning-engineering-for-production-public

Public repo for DeepLearning.AI MLEP Specialization

mae-lm

[ICLR 2024] Representation Deficiency in Masked Language Modeling

massive

Tools and Modeling Code for the MASSIVE dataset

multiwoz

Source code for end-to-end dialogue model from the MultiWOZ paper (Budzianowski et al. 2018, EMNLP)

nl-augmenter

NL-Augmenter 🦎 → 🐍 A Collaborative Repository of Natural Language Transformations

nlp-progress

Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.

nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

nlp_notebooks

Tensorflow, Pytorch, Huggingface Transformer, Fastai, etc. tutorial Colab Notebooks.

nlu-evaluation-data

Copora for evaluating NLU Services/Platforms such as Dialogflow, LUIS, Watson, Rasa etc.

nlu_intent_and_slot

Intent detection and Slot filling joint learning on ATIS and SNIPS datasets using pre-trained models and built-from-scratch models

onnx_model_size_compression

Just a simple pythonic way of reducing the onnx converted model. This implementation is based on a tip by the Team ONNX .

onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

opennlu

A user-friendly interface to build and develop Natural Language Understanding component of a Dialogue System

parrot_paraphraser

A practical and feature-rich paraphrasing framework to augment human intents in text form to build robust NLU models for conversational engines. Created by Prithiviraj Damodaran. Open to pull requests and other forms of collaboration.

progressivemodel

promda

Source code for ACL 2022 Paper "Prompt-based Data Augmentation for Low-Resource NLU Tasks"

proslu

Open source code for AAAI 2022 Paper "Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding"

protaugment

Code for ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning

pytorch-seq2seq

Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.

pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

pytorch_bert_bilstm_crf_ner

基于pytorch的bert_bilstm_crf中文命名实体识别

semantic_lookalike_transformers

Finding look alike sentences by leveraging the concept of semantic similarities pre-learned by transformer models while pre-training task. I've used cosine similarity as an angular distance matrix applied over sent2vec.

slmm

Learning to Classify Open Intent via Soft Labeling and Manifold Mixup

slot-filling-with-contrastive-loss

slot filling with contrastive loss

slot-tagging-and-relation-extraction

Slot Tagging and Relation Extraction

slot_filling_and_intent_detection_of_slu

slot filling, intent detection, joint training, ATIS & SNIPS datasets, the Facebook’s multilingual dataset, MIT corpus, E-commerce Shopping Assistant (ECSA) dataset, CoNLL2003 NER, ELMo, BERT, XLNet

slot_filling_with_bert

cross-domain slot filling task with BERT

slurp

Repository for SLURP paper

snips-nlu

Snips Python library to extract meaning from text