Awesome Treasure of Transformers Models Collection

Overview

Awesome Treasure of Transformers Models Collection

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🧑‍💻 👩‍💻 Collection of All NLP Deep learning algorithm list with Code 🧑‍💻 👩‍💻 Jupyter Notebook


Sr No Algorithm Name Year Blog Video Official Repo Code
1 GPT-Neo 2000 Youtube Open In Colab
2 Transformer 2017 Youtube Open In Colab
3 BERT 2018 Youtube Open In Colab
4 GPT 2018 Youtube Open In Colab
5 Universal Transformer 2018 Youtube Open In Colab
6 T-D 2018 Youtube Open In Colab
7 GPT-2 2019 Youtube Open In Colab
8 T5 2019 Youtube Open In Colab
9 BART 2019 Youtube Open In Colab
10 XLNet 2019 Youtube Open In Colab
11 ALBERT 2019 Youtube Open In Colab
12 Distil-BERT 2019 Youtube Open In Colab
13 Transformer-XL 2019 Youtube Open In Colab
14 XLM 2019 Youtube Open In Colab
15 ViLBERT 2019 Youtube Open In Colab
16 Sparse Transformer 2019 Youtube Open In Colab
17 Levenshtein Transformer 2019 Youtube Open In Colab
18 CTRL 2019 Youtube Open In Colab
19 VideoBERT 2019 Youtube Open In Colab
20 Compressive Transformer 2019 Youtube Open In Colab
21 CuBERT 2019 Youtube Open In Colab
22 BP-Transformer 2019 Youtube Open In Colab
23 Adaptively Sparse Transformer 2019 Youtube Open In Colab
24 Sandwich Transformer 2019 Youtube Open In Colab
25 FSMT 2019 Youtube Open In Colab
26 LXMERT 2019 Youtube Open In Colab
27 VisualBERT 2019 Youtube Open In Colab
28 GPT-3 2020 Youtube Open In Colab
29 ELECTRA 2020 Youtube Open In Colab
30 Electric 2020 Youtube Open In Colab
31 LongFormer 2020 Youtube Open In Colab
32 mBART 2020 Youtube Open In Colab
33 Performer 2020 Youtube Open In Colab
34 ETC 2020 Youtube Open In Colab
35 CodeBERT 2020 Youtube Open In Colab
36 mT5 2020 Youtube Open In Colab
37 Reformer 2020 Youtube Open In Colab
38 DeBERTa & DeBERTa-v2 2020 Youtube Open In Colab
39 Linformer 2020 Youtube Open In Colab
40 RAG 2020 Youtube Open In Colab
41 ProphetNet 2020 Youtube Open In Colab
42 BigBird 2020 Youtube Open In Colab
43 PLATO-2 2020 Youtube Open In Colab
44 Routing Transformer 2020 Youtube Open In Colab
45 DeeBERT 2020 Youtube Open In Colab
46 DynaBERT 2020 Youtube Open In Colab
47 TernaryBERT 2020 Youtube Open In Colab
48 MobileBERT 2020 Youtube Open In Colab
49 Bort 2020 Youtube Open In Colab
50 DeLighT 2020 Youtube Open In Colab
51 PAR Transformer 2020 Youtube Open In Colab
52 ConvBERT 2020 Youtube Open In Colab
53 IB-BERT 2020 Youtube Open In Colab
54 MacBERT 2020 Youtube Open In Colab
55 RealFormer 2020 Youtube Open In Colab
56 Sinkhorn Transformer 2020 Youtube Open In Colab
57 SongNet 2020 Youtube Open In Colab
58 Funnel Transformer 2020 Youtube Open In Colab
59 SC-GPT 2020 Youtube Open In Colab
60 SMITH 2020 Youtube Open In Colab
61 BinaryBERT 2020 Youtube Open In Colab
62 SqueezeBERT 2020 Youtube Open In Colab
63 Feedback Transformer 2020 Youtube Open In Colab
64 CamemBERT 2020 Youtube Open In Colab
65 CPM 2020 Youtube Open In Colab
66 DialoGPT 2020 Youtube Open In Colab
67 DPR 2020 Youtube Open In Colab
68 FlauBERT 2020 Youtube Open In Colab
69 HerBERT 2020 Youtube Open In Colab
70 LayoutLM 2020 Youtube Open In Colab
71 LED 2020 Youtube Open In Colab
72 LUKE 2020 Youtube Open In Colab
73 M2M100 2020 Youtube Open In Colab
74 MBart and MBart-50 2020 Youtube Open In Colab
75 MegatronBERT 2020 Youtube Open In Colab
76 MegatronGPT2 2020 Youtube Open In Colab
77 MPNet 2020 Youtube Open In Colab
78 Pegasus 2020 Youtube Open In Colab
79 PhoBERT 2020 Youtube Open In Colab
80 QDQBERT 2020 Youtube Open In Colab
81 RemBERT 2020 Youtube Open In Colab
82 RetriBERT 2020 Youtube Open In Colab
83 Speech2Text 2020 Youtube Open In Colab
84 T5v1.1 2020 Youtube Open In Colab
85 TAPAS 2020 Youtube Open In Colab
86 Wav2Vec2 2020 Youtube Open In Colab
87 XLM-ProphetNet 2020 Youtube Open In Colab
88 XLM-RoBERTa 2020 Youtube Open In Colab
89 XLSR-Wav2Vec2 2020 Youtube Open In Colab
90 Switch Transformer 2021 Youtube Open In Colab
91 TNT 2021 Youtube Open In Colab
92 Adaptive Span Transformer 2021 Youtube Open In Colab
93 Primer 2021 Youtube Open In Colab
94 Charformer 2021 Youtube Open In Colab
95 MATE 2021 Youtube Open In Colab
96 Nystromformer 2021 Youtube Open In Colab
97 Subformer 2021 Youtube Open In Colab
98 ESACL 2021 Youtube Open In Colab
99 PermuteFormer 2021 Youtube Open In Colab
100 NormFormer 2021 Youtube Open In Colab
101 Fastformer 2021 Youtube Open In Colab
102 AutoTinyBERT 2021 Youtube Open In Colab
103 EGT 2021 Youtube Open In Colab
104 Chinese Pre-trained Unbalanced Transformer 2021 Youtube Open In Colab
105 GANFormer 2021 Youtube Open In Colab
106 ClipBERT 2021 Youtube Open In Colab
107 CodeT5 2021 Youtube Open In Colab
108 I-BERT 2021 Youtube Open In Colab
109 ByT5 2021 Youtube Open In Colab
110 CANINE 2021 Youtube Open In Colab
111 FNet 2021 Youtube Open In Colab
112 LayoutLMV2 2021 Youtube Open In Colab
113 LayoutXLM 2021 Youtube Open In Colab
114 GPT-J 2021 Youtube Open In Colab
115 Hubert 2021 Youtube Open In Colab
116 Perceiver 2021 Youtube Open In Colab
117 RoFormer 2021 Youtube Open In Colab
118 SegFormer 2021 Youtube Open In Colab
119 SEW 2021 Youtube Open In Colab
120 SEW-D 2021 Youtube Open In Colab
121 Speech2Text2 2021 Youtube Open In Colab
122 Splinter 2021 Youtube Open In Colab
123 TrOCR 2021 Youtube Open In Colab
124 UniSpeech 2021 Youtube Open In Colab
125 UniSpeech-SAT 2021 Youtube Open In Colab
126 MarianMT - Open In Colab

Instruction

  • All blogs have links and some links contains different language blog such as Chinese, Korean etc. for this Please use Google Tranlater Page Convert.

How to Contribute


if you want to contribute on this project please send us email: [email protected] .

🙏 🙏 Special Thanks to Komal Lamba for contributing.


Copyright for source code belongs to the original author(s). However, under fair use you are encouraged to fork and contribute minor corrections and updates for the benefit of the reader(s).


Thanks for Reading ...!!!


Owner
Ashish Patel
AI Researcher & Senior Data Scientist at Softweb Solutions Avnet Solutions(Fortune 500) | Rank 3 Kaggle Kernel Master
Ashish Patel
TweebankNLP - Pre-trained Tweet NLP Pipeline (NER, tokenization, lemmatization, POS tagging, dependency parsing) + Models + Tweebank-NER

TweebankNLP This repo contains the new Tweebank-NER dataset and off-the-shelf Twitter-Stanza pipeline for state-of-the-art Tweet NLP, as described in

Laboratory for Social Machines 84 Dec 20, 2022
UA-GEC: Grammatical Error Correction and Fluency Corpus for the Ukrainian Language

UA-GEC: Grammatical Error Correction and Fluency Corpus for the Ukrainian Language This repository contains UA-GEC data and an accompanying Python lib

Grammarly 227 Jan 02, 2023
Generate text line images for training deep learning OCR model (e.g. CRNN)

Generate text line images for training deep learning OCR model (e.g. CRNN)

532 Jan 06, 2023
A fast Text-to-Speech (TTS) model. Work well for English, Mandarin/Chinese, Japanese, Korean, Russian and Tibetan (so far). 快速语音合成模型,适用于英语、普通话/中文、日语、韩语、俄语和藏语(当前已测试)。

简体中文 | English 并行语音合成 [TOC] 新进展 2021/04/20 合并 wavegan 分支到 main 主分支,删除 wavegan 分支! 2021/04/13 创建 encoder 分支用于开发语音风格迁移模块! 2021/04/13 softdtw 分支 支持使用 Sof

Atomicoo 161 Dec 19, 2022
Examples of using sparse attention, as in "Generating Long Sequences with Sparse Transformers"

Status: Archive (code is provided as-is, no updates expected) Update August 2020: For an example repository that achieves state-of-the-art modeling pe

OpenAI 1.3k Dec 28, 2022
Pytorch implementation of Tacotron

Tacotron-pytorch A pytorch implementation of Tacotron: A Fully End-to-End Text-To-Speech Synthesis Model. Requirements Install python 3 Install pytorc

soobin seo 203 Dec 02, 2022
Transformers and related deep network architectures are summarized and implemented here.

Transformers: from NLP to CV This is a practical introduction to Transformers from Natural Language Processing (NLP) to Computer Vision (CV) Introduct

Ibrahim Sobh 138 Dec 27, 2022
Unsupervised intent recognition

INTENT author: steeve LAQUITAINE description: deployment pattern: currently batch only Setup & run git clone https://github.com/slq0/intent.git bash

sl 1 Apr 08, 2022
BERT-based Financial Question Answering System

BERT-based Financial Question Answering System In this example, we use Jina, PyTorch, and Hugging Face transformers to build a production-ready BERT-b

Bithiah Yuan 61 Sep 18, 2022
Code for text augmentation method leveraging large-scale language models

HyperMix Code for our paper GPT3Mix and conducting classification experiments using GPT-3 prompt-based data augmentation. Getting Started Installing P

NAVER AI 47 Dec 20, 2022
Ptorch NLU, a Chinese text classification and sequence annotation toolkit, supports multi class and multi label classification tasks of Chinese long text and short text, and supports sequence annotation tasks such as Chinese named entity recognition, part of speech tagging and word segmentation.

Pytorch-NLU,一个中文文本分类、序列标注工具包,支持中文长文本、短文本的多类、多标签分类任务,支持中文命名实体识别、词性标注、分词等序列标注任务。 Ptorch NLU, a Chinese text classification and sequence annotation toolkit, supports multi class and multi label classifi

186 Dec 24, 2022
Awesome-NLP-Research (ANLP)

Awesome-NLP-Research (ANLP)

Language, Information, and Learning at Yale 72 Dec 19, 2022
A high-level yet extensible library for fast language model tuning via automatic prompt search

ruPrompts ruPrompts is a high-level yet extensible library for fast language model tuning via automatic prompt search, featuring integration with Hugg

Sber AI 37 Dec 07, 2022
DomainWordsDict, Chinese words dict that contains more than 68 domains, which can be used as text classification、knowledge enhance task

DomainWordsDict, Chinese words dict that contains more than 68 domains, which can be used as text classification、knowledge enhance task。涵盖68个领域、共计916万词的专业词典知识库,可用于文本分类、知识增强、领域词汇库扩充等自然语言处理应用。

liuhuanyong 357 Dec 24, 2022
ElasticBERT: A pre-trained model with multi-exit transformer architecture.

This repository contains finetuning code and checkpoints for ElasticBERT. Towards Efficient NLP: A Standard Evaluation and A Strong Baseli

fastNLP 48 Dec 14, 2022
NLP-Project - Used an API to scrape 2000 reddit posts, then used NLP analysis and created a classification model to mixed succcess

Project 3: Web APIs & NLP Problem Statement How do r/Libertarian and r/Neoliberal differ on Biden post-inaguration? The goal of the project is to see

Adam Muhammad Klesc 2 Mar 29, 2022
Samantha, A covid-19 information bot which will provide basic information about this pandemic in form of conversation.

Covid-19-BOT Samantha, A covid-19 information bot which will provide basic information about this pandemic in form of conversation. This bot uses torc

Neeraj Majhi 2 Nov 05, 2021
Translation for Trilium Notes. Trilium Notes 中文版.

Trilium Translation 中文说明 This repo provides a translation for the awesome Trilium Notes. Currently, I have translated Trilium Notes into Chinese. Test

743 Jan 08, 2023
The code for two papers: Feedback Transformer and Expire-Span.

transformer-sequential This repo contains the code for two papers: Feedback Transformer Expire-Span The training code is structured for long sequentia

Meta Research 125 Dec 25, 2022
Write Python in Urdu - اردو میں کوڈ لکھیں

UrduPython Write simple Python in Urdu. How to Use Write Urdu code in سامپل۔پے The mappings are as following: "۔": ".", "،":

Saad A. Bazaz 26 Nov 27, 2022