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
Auto translate textbox from Japanese to English or Indonesia

priconne-auto-translate Auto translate textbox from Japanese to English or Indonesia How to use Install python first, Anaconda is recommended Install

Aji Priyo Wibowo 5 Aug 25, 2022
Problem: Given a nepali news find the category of the news

Classification of category of nepali news catorgory using different algorithms Problem: Multiclass Classification Approaches: TFIDF for vectorization

pudasainishushant 2 Jan 09, 2022
An assignment on creating a minimalist neural network toolkit for CS11-747

minnn by Graham Neubig, Zhisong Zhang, and Divyansh Kaushik This is an exercise in developing a minimalist neural network toolkit for NLP, part of Car

Graham Neubig 63 Dec 29, 2022
Implementation of some unbalanced loss like focal_loss, dice_loss, DSC Loss, GHM Loss et.al

Implementation of some unbalanced loss for NLP task like focal_loss, dice_loss, DSC Loss, GHM Loss et.al Summary Here is a loss implementation reposit

121 Jan 01, 2023
Tensorflow implementation of paper: Learning to Diagnose with LSTM Recurrent Neural Networks.

Multilabel time series classification with LSTM Tensorflow implementation of model discussed in the following paper: Learning to Diagnose with LSTM Re

Aaqib 552 Nov 28, 2022
Uses Google's gTTS module to easily create robo text readin' on command.

Tool to convert text to speech, creating files for later use. TTRS uses Google's gTTS module to easily create robo text readin' on command.

0 Jun 20, 2021
Twitter Sentiment Analysis using #tag, words and username

Twitter Sentment Analysis Web App using #tag, words and username to fetch data finds Insides of data and Tells Sentiment of the perticular #tag, words or username.

Kumar Saksham 26 Dec 25, 2022
pyMorfologik MorfologikpyMorfologik - Python binding for Morfologik.

Python binding for Morfologik Morfologik is Polish morphological analyzer. For more information see http://github.com/morfologik/morfologik-stemming/

Damian Mirecki 18 Dec 29, 2021
Transformer-based Text Auto-encoder (T-TA) using TensorFlow 2.

T-TA (Transformer-based Text Auto-encoder) This repository contains codes for Transformer-based Text Auto-encoder (T-TA, paper: Fast and Accurate Deep

Jeong Ukjae 13 Dec 13, 2022
ConvBERT-Prod

ConvBERT 目录 0. 仓库结构 1. 简介 2. 数据集和复现精度 3. 准备数据与环境 3.1 准备环境 3.2 准备数据 3.3 准备模型 4. 开始使用 4.1 模型训练 4.2 模型评估 4.3 模型预测 5. 模型推理部署 5.1 基于Inference的推理 5.2 基于Serv

yujun 7 Apr 08, 2022
Translates basic English sentences into the Huna language (hoo-NAH)

huna-translator The Huna Language Translates basic English sentences into the Huna language (hoo-NAH). The Huna constructed language was developed in

Miles Smith 0 Jan 20, 2022
Extracting Summary Knowledge Graphs from Long Documents

GraphSum This repo contains the data and code for the G2G model in the paper: Extracting Summary Knowledge Graphs from Long Documents. The other basel

Zeqiu (Ellen) Wu 10 Oct 21, 2022
Klexikon: A German Dataset for Joint Summarization and Simplification

Klexikon: A German Dataset for Joint Summarization and Simplification Dennis Aumiller and Michael Gertz Heidelberg University Under submission at LREC

Dennis Aumiller 8 Jan 03, 2023
Pipeline for training LSA models using Scikit-Learn.

Latent Semantic Analysis Pipeline for training LSA models using Scikit-Learn. Usage Instead of writing custom code for latent semantic analysis, you j

Dani El-Ayyass 23 Sep 05, 2022
Weird Sort-and-Compress Thing

Weird Sort-and-Compress Thing A weird integer sorting + compression algorithm inspired by a conversation with Luthingx (it probably already exists by

Douglas 1 Jan 03, 2022
Telegram AI chat bot written in Python using Pyrogram

Aurora_Al Just another Telegram AI chat bot written in Python using Pyrogram. A public running instance can be found on telegram as @AuroraAl. Require

♗CσNϙUҽRσR_MҽSƙEƚҽҽR 1 Oct 31, 2021
基于GRU网络的句子判断程序/A program based on GRU network for judging sentences

SentencesJudger SentencesJudger 是一个基于GRU神经网络的句子判断程序,基本的功能是判断文章中的某一句话是否为一个优美的句子。 English 如何使用SentencesJudger 确认Python运行环境 安装pyTorch与LTP python3 -m pip

8 Mar 24, 2022
The ability of computer software to identify words and phrases in spoken language and convert them to human-readable text

speech-recognition-py Speech recognition is the ability of computer software to identify words and phrases in spoken language and convert them to huma

Deepangshi 1 Apr 03, 2022
Model for recasing and repunctuating ASR transcripts

Recasing and punctuation model based on Bert Benoit Favre 2021 This system converts a sequence of lowercase tokens without punctuation to a sequence o

Benoit Favre 88 Dec 29, 2022
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CP-Cluster Confidence Propagation Cluster aims to replace NMS-based methods as a better box fusion framework in 2D/3D Object detection, Instance Segme

Yichun Shen 41 Dec 08, 2022