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Notebook Added Description Model Task Creator Link
1.5B GPT2 Pretrained Chinese Model 04.22.20 Conduct inference with GPT-2 for the Chinese language GPT-2 Text Generation Zhibo Zhang
A Simple Neural Network from Scratch with PyTorch and Google Colab 04.22.20 Demo for building a NN using PyTorch for training NN n/a Elvis Saravia
AI Dungeon 2 04.22.20 Play the game based on GPT-2 GPT-2 Text Generation Nick Walton
Advanced Text Analysis with SpaCy and Scikit-Learn 07.14.20 Demo for using SpaCy and scikit-learn for several classical machine learning tasks n/a Various Explosion
Altair: Statistical Visualization for Python 07.14.20 Altair provides a declarative Python API for statistical visualization, built on top of Vega-Lite n/a Visualization Altair
An Introduction to Natural Language in Python using spaCy 04.22.20 Demo for introducing spaCy for NLP tasks n/a Lemmatizing, Chunking Derwen.ai
Analyze Text Data with Yellowbrick 04.22.20 Demo for vectorizing and visualizing documents with various techniques Various Embeddings Yelyzaveta L
BART with Javascript UI 06.02.20 Demo for conducting inference with the BART model via Javascript UI BART Summarization Manuel Romero
BBC Text Classification 04.22.20 Demo for training an ensemble of classical ML models from SKLearn for text classification Ensemble Text Classification srushtidhope
BERT (from HuggingFace Transformers) for Text Extraction 06.02.20 Demo for training BERT for question answering on SQuAD dataset BERT Question Answering Apoorv Nandan
BERT Fine-Tuning Tutorial with PyTorch 04.22.20 Demo for fine-tuning BERT on the CoLA dataset for sentence classification BERT Sentence Classification Chris McCormick, Nick Ryan
BERT Generator 04.22.20 Using BERT in DeepPavlov's framework to decode and conduct text generation BERT Text Generation DeepPavlov
BERT IR Clueweb Desc-Doc 06.02.20 Demo for using a GCP TPU for training and conducting inference for information retrieval on the ClueWeb09 dataset on the document level BERT Information Retrieval | Document Level Zhuyun Dai
BERT Word Embeddings Tutorial 04.22.20 Demo for understanding word embeddings with BERT BERT Embeddings Chris McCormick, Nick Ryan
BERT-Torch 04.22.20 Demo for training and inference using BERT for predicting masked tokens BERT Predict Masked Tokens Tae Hwan Jung
Bangla Article Classification With TF-Hub 04.22.20 Demo for training a NN for text classification on a non-English Language with TF-Hub NN Text Classification TensorFlow
Base Bert Model with TensorFlow Hub 07.14.20 Demo for preprocessing and training BERT for binary text classification from TF Hub via Keras BERT Text Classification Prasanna Kumar
Basic CNN Part-of-Speech Tagger with Thinc 06.02.20 Demo for training a POS tagger with the Thinc framework CNN Part-of-Speech (POS) Explosion
Basic Neural Bag-of-Words Text Classifier with Thinc 06.02.20 Demo for training a text classifier with the Thinc framework n/a Text Classification Explosion
Basic Self-Attention 04.22.20 Guide for understanding the self-attention model Self-Attention n/a Manuel Romero
Bert For Arabic QA 04.22.20 Demo for fine-tuning BERT on the Arabic-SQuAD dataset BERT Question Answering Hussein Mozannar
Bidirectional LSTM on IMDB 06.02.20 Demo for training a 2-layer bidirectional LSTM on the IMDB movie review sentiment classification dataset LSTM Sentiment Analysis Chollet
Blender - Chit Chat Chatbot 90M 06.02.20 Demo for conducting inference with the 90M param Blender model Transformer Dialogue Facebook AI
Build Your First Neural Network with PyTorch 07.14.20 Demo for buildilng a neural network from scatch using PyTorch. You can build it, train it on a weather dataset and save it. nn Quantitative Venelin Valkov
Build your Own French POS tagger 05.14.20 Demo for building your own POS tagger for the French language n/a Part-of-Speech (POS) John Snow Labs
COVID 19 BERT Research Papers Semantic Search 04.22.20 Demo for creating a semantic search engince to search for COVID related research papers BERT Semantic Search theamrzaki
Character-Level Recurrent Sequence-to-Sequence Model 06.02.20 Demo for implementing a basic character-level recurrent sequence-to-sequence model for translating short English sentences into short French sentences, character-by-character LSTM Machine Translation Chollet
Chatbot Tutorial 04.22.20 Demo for building a chit chat chatbot Seq2Seq Dialogue Matthew Inkawhich
Classification on DeepPavlov 04.22.20 Demo for training a CNN model for text classification CNN Intent Classification DeepPavlov
Classify Airbnb Reviews with NLP 04.22.20 Demo for training and inference using BERT for sentiment analysis BERT Sentiment Analysis Tom Furu
Classifying Names with a Character-Level RNN 04.22.20 Demo for building a model to classify words for their language of origin RNN Text Classification Sean Robertson
ClueWeb09-B Passages (BERT-MaxP, BERT-SumP) 06.02.20 Demo for using a GCP TPU for training and conducting inference for information retrieval on the ClueWeb09 dataset on the passage level BERT Information Retrieval | Passage Level Zhuyun Dai
Codalab Emocontext Language Competition 04.22.20 Demo for training a model to classify emotion from dialogue BERT Text Classification Petros Christodoulou
Codalab Offensive Language Competition 04.22.20 Demo for training BERT to classify offensive language text BERT Text Classification Petros Christodoulou
Colbert-AI v2.0 05.14.20 Demo for using GPT-2 for generating text fine-tuned on Stephen Colbert monologues from YouTube GPT-2 Text Generation Abbas Mohammed & Shubham Rao
Collaborative Filtering for Movie Recommendations 06.02.20 Demo for training a recommender system based on the movielens dataset via collaborative filtering Keras NN Recommender System Siddhartha Banerjee
Create a Dataset for Sentiment Analysis 07.14.20 Create a dataset for sentiment analysis by scraping user reviews for Android apps. n/a Web Scraping, Dataset Creation Venelin Valkov
Cross-Lingual Similarity and Semantic Search Engine with Multilingual Universal Sentence Encoder 04.22.20 Demo for using the Multilingual Universal Sentence Encoder module and use it for sentence similarity across multiple languages. Universal Sentence Encoder Semantic Text Similarity TensorFlow
Custom Classifier on Top of Transformers Language Models 06.02.20 Demo for training a transformer for sentiment analysis with the Polish language PolBERTa Sentiment Analysis Marcin Zablocki
Data Augmentation by Paraphrasing 05.14.20 Demo for conducting inference with a GPT-2 model trained on the ParaNMT-50M dataset GPT-2 Paraphrasing Rasa
DataGene - Data Comparison Toolbox 07.14.20 Demo for using Datagene, a tool used to detect and compare dataset similarity between real and synthetic datasets as well as train, test, and validation datasets n/a Dataset Similarity FirmAI
Deeppavlov BERT Showcase 05.14.20 Demo for using DeepPavlov library for various NLP tasks Various Framework Kapil Chauhan
Deploy BERT for Sentiment Analysis with Transformers by Hugging Face and FastAPI 07.14.20 Demo for deploying a sentiment analysis BERT with FastAPI BERT Deployment Venelin Valkov
DialoGPT Using Transformers 06.02.20 Demo for conducting inference with the DialoGPT model for chit chat dialogue DialoGPT Dialogue Manuel Romero
DialoGPT- Chatbot 04.22.20 Demo for using the DialoGPT chatbot GPT-2 Dialogue Hugging Face
Divide Hugging Face Transformers Training Time by 2 or More 07.14.20 Demo for using dynamic padding on BERT in order to reduce training time BERT Preprocessing Michael Benesty
E2E-TTS using ESPnet-TTS and ParallelWaveGAN (+ MelGAN) 04.22.20 Text to Speech demo for English, Japanese, and Mandarin Various Text-to-Speech Erdene-Ochir Tuguldur
EDA + Classifier + Streamlit on Palmer Penguin Dataset 07.14.20 Demo for doing exploratory data analysis and training a random forrest classifier, inference with streamlit support Random Forrest EDA, Classification Manu Romero
ESPnet Speech Translation Demonstration 04.22.20 Demo for Spanish to English speech translation and English speech generation ESPnet Speech Translation Erdene-Ochir Tuguldur
English Text To Speech 04.22.20 An English female voice (LJSpeech) demo using tugstugi/pytorch-dc-tts with the Griffin-Lim algorithm CNN w/ Attention Text-to-Speech Erdene-Ochir Tuguldur
Entity Recognizer DL 05.14.20 Demo for using NER and entity extractor for sentences n/a NER, Entity Extraction John Snow Labs
Evaluation of a Model Using nlp 07.14.20 Demo for evaluating the longformer model on the TriviaQA dataset with the nlp library Longformer Preprocessing, Evaluation Patrick von Platen
Extracting Text from PDF Files 04.22.20 Demo for using a PDF text extractor n/a Information Extraction Derwen.ai
Extractive Summarization with BERT 07.14.20 Demo for fast extractive summarization with BERT, DistilBERT and MobileBERT BERT, DistilBERT, MobileBERT Summarization Chris Tran
FARM Building Blocks 07.14.20 Demo for training BERT German on the GermEval 2018 dataset using the Deepset framework BERT Text Classification Deepset
FastHugs: Language Modelling with Tranformers and Fastai 06.02.20 Demo for training a transformer language model from scratch or fine-tune a pretrained transformer using fast.ai and Huggingface Transformer Language Modeling Morgan McGuire
FastSpeech2 Inference 07.14.20 Demo for conducting inference with FastSpeech2 via TensorFlow [requires cloning repo https://github.com/dathudeptrai/TensorflowTTS] FastSpeech2 Text-to-Speech Minh Anh
FastText Template 04.22.20 Demo using FastText template for training and inference FastText Sentence Classification Tae Hwan Jung
Find the Shortest Path in a Graph 06.02.20 Demo for using the Graph Nets library to predict the shortest path between two nodes in graph n/a Shortest Path Finding DeepMind
Fine Tune DistilGPT-2 on Marco Aurelio Medidations for Text Generation 06.02.20 Demo for training and conducting inference with DistilGPT-2 on the Meditations book DistilGPT-2 Text Generation Manuel Romero
Fine Tuning Transformer for MultiClass Text Classification 07.14.20 Demo for training DistilBERT for multi-class classification on the news corpora dataset DistilBERT Text Classification Abhishek Kumar Mishra
Fine Tuning Transformer for MultiLabel Text Classification 07.14.20 Demo for training BERT for multi-label classification on the toxic comments dataset BERT Text Classification Abhishek Kumar Mishra
Fine Tuning Transformer for Named Entity Recognition 07.14.20 Demo for training BERT for NER tasks using Pytorch and TPU BERT Named Entity Recognition (NER) Abhishek Kumar Mishra
Fine Tuning Transformer for Sentiment Classification 07.14.20 Demo for training RoBERTa for classification task on the IMDB dataset; includes wandb experiment tracking RoBERTa Sentiment Analysis Abhishek Kumar Mishra
Fine Tuning Transformer for Summary Generation 07.14.20 Demo for training T5 for abstractive summarization with wandb experiment tracking T5 Summarization Abhishek Kumar Mishra
Fine-Tuning the Text-To-Text Transfer Transformer (T5) for Closed-Book Question Answering 07.14.20 Demo for training and conducting inference with T5 for close-book question answering by mixing 2 datasets T5 Question Answering Google
Finetuning Transformers With JAX and Haiku 05.14.20 Demo for using RoBERTa pre-trained model to JAX + Haiku, then finetuning the model to solve a downstream task RoBERTa Text Classification Madison May
Fundamentals of NLP: Tokenization, Lemmatization, Stemming, and Sentence Segmentation 04.22.20 Demo for executing various NLP techniques via Spacy and NLTK n/a Various Elvis Saravia
GPT-2 that Runs from Colab with Javascript Interface 04.22.20 Demo for training GPT-2 1.5B inference w/ front end GPT-2 Text Generation Manuel Romero
Generate word embeddings using Swivel 05.14.20 Demo for using Swivel to learn word embeddings Swivel Embeddings Ronald Denaux & Jose Manuel Gomez-Perez
Generating Names with a Character-Level RNN 04.22.20 Demo for building a model to generate words from their language of origin RNN Text Generation Sean Robertson
Getting Started Transformers 04.22.20 Intro to transformers, different frameworks, and inference BERT, DistilBERT Tutorial Hugging Face
Getting Started with PyTorch 07.14.20 Demo for introducing PyTorch and Numpy n/a Framework Venelin Valkov
Git Quora Insincere Questions Classification 04.22.20 Demo for training and inference several models on the Quora Insincere Questions dataset RNN, LSTM Text Classification Abeer Abu Zayed
Goal-Oriented Bot in DeepPavlov 04.22.20 Demo for building goal-oriented chatbot using DeepPavlov's framework RNN Dialogue DeepPavlov
Google JSON API Custom Search Engine for Pywombat 04.22.20 Use Google's Custom Search engine API to search about the topic of exercise API Search Oleksis Fraga Menйndez
Graph Construction 04.22.20 Demo for building a graph model for ranking text PageRank Ranking Derwen.ai
Hotel Review Sentiment Analysis Machine Learning 04.22.20 Demo for training and evaluating an LSTM for sentiment analysis on tweets Logistic Regression Sentiment Analysis RaihanAk
How to Benchmark Models with Transformers 07.14.20 Demo for benchmarking models on memory consumption and inference time for both TensorFlow 2 and PyTorch n/a Benchmarking Hugging Face
How to Build a Simple Text Classifier With TF-Hub 04.22.20 Demo for training and inference on the IMDB Movie Dataset NNLM Sentiment Analysis TensorFlow Hub
How to Build a Simple Text Classifier with TF-Hub 04.22.20 Demo for training a NN for text classification with TF-Hub NN Text Classification TensorFlow
How to Export Transformers Models to ONNX ? 07.14.20 Demo for converting a PyTorch or TensorFlow transformers model to ONNX and leverage onnxruntime to run inference tasks n/a Framework Hugging Face
How to Fine-tune RuPERTa-Base for POS Downstream Task 06.02.20 Demo for training and conducting inference with RoBERTa for part-of-speech tagging with the Spanish language RoBERTa Part-of-Speech (POS) Manuel Romero
How to Generate Text 04.22.20 Learn to use using different decoding methods for language generation with Transformers GPT-2 Text Generation Hugging Face
How to Generate Text: Using Different Decoding Methods for Language Generation with Transformers 04.22.20 Demo for using various decoding parameters in GPT-2 inference GPT-2 Text Generation Patrick von Platen
How to Train a Language Model 04.22.20 Use a large web crawled dataset to train a transformer from scratch RoBERTa Language Modeling Hugging Face
How to Use Light Pipelines 05.14.20 Demo for using SparkNLP pipeline class for preprocessing operations n/a Preprocessing John Snow Labs
How to Use Pipelines 04.22.20 Transformers pipelines provides a high-level, easy to use, API for doing inference over a variety of downstream-tasks, including: Sentence classification, Token classification, Question Answering, Mask-Filling, Feature Extraction Various Fine-Tuning Hugging Face
Hugging Face + Weights & Biases 05.14.20 Demo for training BERT on the MRPC dataset with Wandb visualizations BERT Semantic Text Similarity Jack Morris
HuggingTweets - Train a Model to Generate Tweets 06.02.20 Demo for training and conducting inference with GPT-2 on tweets GPT-2 Text Generation Boris Dayma
Hybrid Goal-Oriented Bot 04.22.20 Train a goal-oriented chatbot using DeepPavlov's framework RNN Dialogue DeepPavlov
Inference Demo for Mellotron on Google COLAB 04.22.20 Conduct inference on Mellotron: a multispeaker voice synthesis model based on Tacotron 2 GST that can make a voice emote and sing without emotive or singing training data. Mellotron Text-to-Speech Erdene-Ochir Tuguldur
Intro to Keras for Engineers 06.02.20 Demo for using Keras to build real-world machine learning solutions n/a Framework Chollet
Intro to Keras for Researchers 05.14.20 Demo for using Keras framework for research experiments n/a Framework Chollet
Intro to Thinc for Beginners: Defining a Simple Model and Config & Wrapping PyTorch, TensorFlow and MXNet 06.02.20 Demo for defining a model and config & wrapping PyTorch, TensorFlow and MXNet using the Thinc framework n/a Framework Explosion
Keras OCR 04.22.20 Demo for OCR inference CRNN Optical Character Recognition (OCR) Manuel Romero
Knowledge Graph Embeddings 05.14.20 Demo for learning knowledge graph embeddings from WordNet n/a Embeddings Ronald Denaux & Jose Manuel Gomez-Perez
Lightning Tour of SpaCy NLP Library 07.14.20 Demo for using SpaCy for various text processing tasks n/a Framework Explosion
Longformer for Question Answering 07.14.20 Dem for training and conducting inference with the Longformer model Longformer Question Answering Suraj Patil
MarianMT en-ROMANCE 05.14.20 Demo for conducting machine translation for several languages Transformer Machine Translation Sam Shleifer
Mongolian Text To Speech with Tacotron 04.22.20 This is a Mongolian text to speech inference demo using the data from the Mongolian Bible audio book with Tacotron Tacotron Text-to-Speech Erdene-Ochir Tuguldur
Morpho Tagger 04.22.20 Demo for using a morphological tagger n/a Morphological Tagging DeepPavlov
Multi-Lingual BERT on XQUAD - Cased 04.22.20 Demo for using Multi-Lingual BERT for translation on 11 languages BERT Machine Translation Manuel Romero
Multi-Lingual BERT on XQUAD - Uncased 04.22.20 Demo for using Multi-Lingual BERT for translation on 11 languages BERT Machine Translation Manuel Romero
NER with BERT in Spark NLP 06.02.20 Demo for training and conducting inference with a custom NER pipeline with BERT BERT Named Entity Recognition (NER) John Snow Labs
Natural Language Processing with RNNs and Attention 05.14.20 Demo for training an RNN for sentiment analysis RNN Sentiment Analysis Aurelien Geron
Neural Network Language Model 04.22.20 Train and infer with language model n/a Language Modeling Tae Hwan Jung
Open-Dialog Chatbots for Learning New Languages 06.02.20 Demo for training DialoGPT on a new dataset or language for open-dialog conversational chatbots DialoGPT Dialogue Nathan Cooper
PandaPy 07.14.20 Demo for introducing PandaPy, a tool developed to improve the usability of python for finance n/a Framework FirmAI
Persian Sentiment Analysis With LSTM & Fasttext 04.22.20 Demo for training an LSTM for sentiment analysis in Persian LSTM Sentiment Analysis Alireza Keshavarz
Pipeline Example Performing the Bert Preprocessing with TensorFlow Transform 04.22.20 Demo and tutorial using TFX for production-level ML pipeline using BERT BERT Sentiment Analysis TensorFlow
Pointer Generator Seq2Seq Network 04.22.20 Implementation uses the concept of having a pointer generator network to diminish some problems that appears with the normal seq2seq network Seq2Seq Summarization theamrzaki
Pre-train ELECTRA from Scratch for Spanish 07.14.20 Demo to pretraining ELECTRA from scratch and convert TF checkpoints to PyTorch ELECTRA Language Modeling Chris Tran
Pre-training SmallBERTa 05.14.20 Demo for pretraining a small sized version of BERT on the SpamClickBait News dataset BERT Language Modeling Aditya Malte
Predicting Movie Review Sentiment with BERT on TF Hub 04.22.20 Sentiment analysis using BERT BERT Sentiment Analysis FirmAI
Pride & Prejudice Analysis 07.14.20 Demo for using SpaCy with the Pride & Prejudice corpus for extracting names of all the characters from the book, visualizing characters' occurences with regards to relative position in the book, automatically describing any character from the book, finding out which characters have been mentioned in a context of marriage, and build keywords extraction that could be used to display a word cloud n/a Framework Explosion
PyTorch Lightning Demo 07.14.20 Demo for using PyTorch Lightning on 4 examples: MNIST, GAN, Finetuning a Transformer from Huggingface, and DQN n/a Framework PyTorch
Pyserini Demo on COVID-19 Dataset (Paragraph Index) 05.14.20 Demo for searching the COVID-19 Open Research Dataset (release of 2020/04/03) from AI2, with paragraph index Pyserini Ranking Castorini
Pyserini Demo on COVID-19 Dataset (Title + Abstract Index) w/ HuggingFace Transformers Based Visualization 05.14.20 Demo for searching the COVID-19 Open Research Dataset (release of 2020/03/20) from AI2 with a title + abstract index. Pyserini Ranking Castorini
Pyserini Demo on Robust04 05.14.20 Demo provides a brief overview of how to use Pyserini, the Python interface to Anserini, to search the collection from TREC 2004 Pyserini Ranking Castorini
Pyserini Demo on the MS MARCO Passage Dataset 05.14.20 Demo replicates the BM25 baseline for the MS MARCO passage ranking task with Pyserini Pyserini Ranking Castorini
Pytorch Fairseq Translation 06.02.20 Demo for conducting machine translation, English-German and English-French Transformer Machine Translation Facebook AI
Question Answering with a Fine-Tuned BERT 04.22.20 Demo and tutorial using BERT for conducting inference on question answering BERT Question Answering Chris McCormick
R-GCN in PyTorch 06.02.20 Demo for training relational graph convolutional networks (R-GCNs) for the link-prediction task within knowledge graphs R-GCN Link Prediction Giuseppe Futia
Recipe Generation using Recurrent Neural Network (RNN) 07.14.20 Demo for preprocessing and training a character-based RNN for text generation of recipes with TF/Keras RNN Text Generation Oleksii Trekhleb
Reformer - Pushing the Limits of Language Modeling 06.02.20 Demo for training the Reformer for long sequence modeling on the "Crime and Punishment" book Reformer Text Generation Patrick von Platen
Results Extraction 06.02.20 Demo for extracting machine learning results with the AxCell model AxCell Information Extraction Paperswithcode
RoBERTa --> Longformer: Build a "Long" Version of Pretrained Models 07.14.20 Demo for replicating the procedure described in the Longformer paper to train a Longformer model starting from the RoBERTa checkpoint RoBERTaLong Language Modeling AI2
RoBERTa Fine-Tuning Emotion Classification 05.14.20 Demo for training distilRoBERTa for emotion classification w/ PyTorchLightning DistilRoBERTa Sentiment Analysis Elvis Saravia
Robust Query BERT IR 06.02.20 Demo for using a TPU for training and conducting inference for information retrieval on the passage level BERT Information Retrieval | Document Level Zhuyun Dai
Robust Query Passage BERT IR 06.02.20 Demo for using a TPU for training and conducting inference for information retrieval on the document level BERT Information Retrieval | Passage Level Zhuyun Dai
Run Streamlit App From a Google Colab Notebook 07.14.20 Demo for running a streamlit frontend from Colab n/a Deployment Manu Romero
Sarcasm Classifiers (GloVe and CNN) 05.14.20 Demo for training a sarcasm classifier from GloVe vectorizer CNN Text Classification John Snow Labs
Sarcasm Classifiers (TF-IDF) 05.14.20 Demo for training a sarcasm classifier from TF-IDF vectorizer Random Forest Text Classification John Snow Labs
Sarcasm Classifiers (Word2vec and MLP) 05.14.20 Demo for training a sarcasm classifier from Word2vec vectorizer Multi-Layered Perceptron Text Classification John Snow Labs
Scene Text Detection with CRAFT 04.22.20 This notebook uses an open source implementation of the paper Character Region Awareness for Text Detection to detect scene text on a given image. CRAFT Scene Text Detection Erdene-Ochir Tuguldur
Scene Text Detection with EAST 04.22.20 This notebook uses ResNet o detect text areas on a given image. ResNet-50 Scene Text Detection Erdene-Ochir Tuguldur
Scene Text Detection with PixelLink 04.22.20 This notebook uses PixelLink to detect text areas on a given image. PixelLink Scene Text Detection Erdene-Ochir Tuguldur
Scigraph Annotations CNN Classifier 05.14.20 Demo for training and evaluating a CNN model for classifying scientific articles from SciGraph CNN Text Classification Ronald Denaux & Jose Manuel Gomez-Perez
Semantic Search with Approximate Nearest Neighbors and Text Embeddings from TF-Hub 04.22.20 Demo for building an approximate nearest neighbours (ANN) index using extracted embeddings ANN Semantic Text Similarity TensorFlow
Sentence Classification Using Transfer Learning with Huggingface BERT and Weights & Biases 05.14.20 Demo for using BERT on the CoLa dataset and using visualization via Weights & Biases BERT Sentence Classification Ayush Chaurasia
Sentence Classification with Word Embeddings 04.22.20 Learn how to conduct sentence classfiication using DeepPavlov Framework CNN Sentence Classification DeepPavlov
Sentiment Analysis with LSTM 04.22.20 Demo for training and evaluating an LSTM for sentiment analysis on tweets LSTM Sentiment Analysis Rohit Kumar
Seq2Seq(Attention)-Tensor 04.22.20 Demo for training and inference using Seq2Seq model for sentence translation Seq2Seq w/ Attention Machine Translation Tae Hwan Jung
Seq2Seq(Attention)-Torch 04.22.20 Demo for training and inference using Seq2Seq model for sentence translation Seq2Seq w/ Attention Machine Translation Tae Hwan Jung
Seq2Seq-Tensor 04.22.20 Demo for training and inference using Seq2Seq model for word translation Seq2Seq Machine Translation Tae Hwan Jung
Seq2Seq-Torch 04.22.20 Demo for training and inference using Seq2Seq model for word translation Seq2Seq Machine Translation Tae Hwan Jung
Sequence Classification with Transformers 04.22.20 Demo for fine-tuning transfomers for sentence classification on the Microsoft Research Paraphrase Corpus (MRPC) BERT, RoBERTa Sentence Classification Hugging Face
Sequence Classification with Transformers using TensorFlow's Strategies 04.22.20 Demo for fine-tuning DistilBERT on Microsoft Research Paraphrase Corpus (MRPC), on a TPU DistilBERT Sentence Classification Hugging Face
Sequence to Sequence Learning for Performing Number Addition 06.02.20 Demo for training an LSTM model to learn to add two numbers, provided as strings LSTM Arithmetic Smerity
Sequential Question Answering Predictions 06.02.20 Demo for how to load and conduct inference with TAPAS model which allows for QA over tables BERT Semantic Parsing Google AI
Simple bot in DeepPavlov 04.22.20 Demo for building a chit chat chatbot RNN Dialogue DeepPavlov
SpaCy Introduction 07.14.20 Demo for using SpaCy for various text processing tasks: tokenizing, POS, NER, syntactic dependencies, chunking, embeddings n/a Framework Explosion
SpaCy Transformers Demo 04.22.20 Demo for using transformers in Spacy's module, and shows sentiment classifer XL-Net example BERT, XL-Net Sentiment Analysis SpaCy
Spam Detection 04.22.20 Demo for using several classical ML models to classify spam Various Text Classification Yelyzaveta L
Spark NLP Basics 05.14.20 Demo for geting familiar with Spark NLP and its pretrained preprocessing models Various Framework John Snow Labs
Speaker Recognition 07.14.20 Demo for training a ConvNet to classify speakers from the frequency domain representation of speech recordings, obtained via Fast Fourier Transform (FFT) ConvNet Speaker Recognition Fadi Badine
Speech Recognition with DeepSpeech 04.22.20 Demo for transcribing YouTube videos DeepSpeech Speech Recognition Erdene-Ochir Tuguldur
Speech Recognition with Jasper 04.22.20 Demo using Jasper to transcribe a given YouTube video Jasper Speech Recognition Erdene-Ochir Tuguldur
Speech Recognition with QuartzNet 04.22.20 Demo using QuartzNet to transcribe a given YouTube video QuatzNet Speech Recognition Erdene-Ochir Tuguldur
Speech Recognition with QuartzNet w/ microphone 04.22.20 Demo using QuartzNet to transcribe a speech from microphone QuatzNet Speech Recognition Erdene-Ochir Tuguldur
Speech Recognition with Wav2Letter+ 04.22.20 Demo using Wav2Letter+ to transcribe a given YouTube video Wav2Letter+ Speech Recognition Erdene-Ochir Tuguldur
Stanza Introduction 05.14.20 Demo for introducing Stanza framework describing installation, model downloading and text processing Stanza Framework Stanford
Stanza: A Tutorial on the Python CoreNLP Interface 05.14.20 Demo for using the Stanza framework to interface with Stanford CoreNLP Stanza Annotation Stanford
Synthesize 04.22.20 Text to Speech demo Tacotron Text-to-Speech Erdene-Ochir Tuguldur
T5 Evaluate WMT 04.22.20 Demo for using T5 on the WMT English to German dataset T5 Machine Translation Manuel Romero
T5 Fine-Tuning 06.02.20 Demo for using PyTorch Lightning framework to train T5 on several tasks T5 Text Classification, Sentiment Analysis, Commonsense Suraj Patil
T5 for Sentiment Span Extraction 07.14.20 Demo for training and conducting inference with T5 on sentiment extraction task T5 Sentiment Extraction Lorenzo Ampil
T5 on TPU 06.02.20 Demo for training T5 base model on the SQuAD dataset for question answering T5 Question Answering Suraj Patil
TAPAS: Weakly Supervised Table Parsing via Pre-training 07.14.20 Demo for conducting inference with TAPAS model for table parsing TAPAS Table Parsing Google AI
Tacotron2 Inference 07.14.20 Demo for conducting inference with Tacotron2 viaTensorFlow [requires cloning repo https://github.com/dathudeptrai/TensorflowTTS] Tacotron2 Text-to-Speech Minh Anh
Tacotron2: WaveNet-Based Text-to-Speech Demo 04.22.20 This is a proof of concept for Tacotron2 text-to-speech synthesis. Models used here were trained on LJSpeech dataset. Tacotron 2, WaveNet Text-to-Speech Erdene-Ochir Tuguldur
TensorFlow 2.0 + Keras Overview for Deep Learning Researchers 04.22.20 Demo for getting an in-depth introduction to TensorFlow NN Framework Francois Chollet
TensorFlowTTS - FastSpeech with TFLite 07.14.20 Demo for conducing inference with FastSpeech and TFLite [requires cloning repo https://github.com/dathudeptrai/TensorflowTTS] FastSpeech Text-to-Speech Minh Anh
TensorFlowTTS - Tacotron2 with TFLite 07.14.20 Demo for conducting inference with Tacotron2 and TFLite [requires cloning repo https://github.com/dathudeptrai/TensorflowTTS] Tacotron2 Text-to-Speech Minh Anh
Text Classification AI Workshop 04.22.20 Use several models like tf-idf, RNN, and CNN to classify text RNN, CNN Text Classification Saiph Savage and Carlos Toxtli
Text Classification From Scratch 06.02.20 Demo for training a ConvNet for sentiment analysis for the IMDB movie reviews dataset CNN Sentiment Analysis Mark Omernick, Francois Chollet
Text Classification Movie Reviews 04.22.20 Demo for training a neural network on th IMDB movie review dataset NN Text Classification Garrik Hoyt
Text Classification in Polish with ULMFiT and Fastai 04.22.20 Demo for training ULMFiT and fastai model in Polish for classification ULMFiT Sentence Classification Darek Kleczek
Text Classification with Transformer 06.02.20 Demo for implementing a text classifer using Keras Transformer Text Classification Apoorv Nandan
Text Emotion Classifier with Tensorflow 2 06.02.20 Demo for training and conducting inference for emotion classification LSTM Text Classification Manuel Romero
Text Generation with Blurr 07.14.20 Demo for how to use blurr library's text generation capabilities to train, evaluate, and deploy a BART summarization model BART Summarization Wayde Gilliam
Text Generation with Miniature GPT 07.14.20 Demo for training a minitiature version of GPT for text generation GPT Text Generation Apoorv Nandan
Text Mining Insights from Covid-19 Research Papers 07.14.20 Demo for preprocessing and extracting information from Covid-related research papers n/a EDA Nikhil Narayan
Text Preprocessing with Spark NLP 05.14.20 Demo for using various preprocessing techniques with Spark NLP Various Preprocessing John Snow Labs
Text Summarization 05.14.20 Demo for training an LSTM for text summarization LSTM Summarization Nikhil Gupta
Text Summarization with BART & T5 04.22.20 Demo for conducting inference using T5 and BART for summarization T5, BART Summarization Moritz Laurer
Text and Tables Extraction 06.02.20 Demo for extracting text and tables from arXiv papers with available LaTeX source code AxCell Information Extraction Paperswithcode
Text-to-Speech with Mozilla Tacotron+WaveRNN 04.22.20 This is an English female voice TTS demo using open source projects mozilla/TTS and erogol/WaveRNN Tacotron, WaveRNN Text-to-Speech Erdene-Ochir Tuguldur
Text-to-Speech with Tacotron+WaveRNN 04.22.20 An English female voice TTS demo using an open source project fatchord/WaveRNN Tacotron, WaveRNN Text-to-Speech Erdene-Ochir Tuguldur
Text-to-Speech with Tacotron2 and Waveglow 04.22.20 This is an English female voice text-to-speech demo using open source projects NVIDIA/tacotron2 and NVIDIA/waveglow. Tacotron 2, WaveGlow Text-to-Speech Erdene-Ochir Tuguldur
TextCNN-Tensor 04.22.20 Demo for training and inference for sentiment analysis CNN Sentence Sentiment Analysis Tae Hwan Jung
TextCNN-Torch 04.22.20 Demo for training and inference for sentiment analysis CNN Sentence Sentiment Analysis Tae Hwan Jung
TextLSTM-Tensor 04.22.20 Demo for training and inference using LSTM model for character auto-complete LSTM Character Modeling Tae Hwan Jung
TextLSTM-Torch 04.22.20 Demo for training and inference using LSTM model for character auto-complete LSTM Character Modeling Tae Hwan Jung
TextRNN-Tensor 04.22.20 Demo for training and inference using an RNN model for language modeling RNN Language Modeling Tae Hwan Jung
TextRNN-Torch 04.22.20 Demo for training and inference using an RNN model for language modeling RNN Language Modeling Tae Hwan Jung
Tokenization Doesn't Have to be Slow! 04.22.20 Learn how to train and use tokenizers Tokenizer Tokenizing Hugging Face
Topic Modeling for Everybody with Google Colab 04.22.20 Demo for topic modeling inference NMF, LDA Topic Modeling Aneesha Bakharia
Topic Modeling with Gensim 07.14.20 Demo for preprocessing text with SpaCy and creating topic models w/ Gensim and visualizing them n/a Topic Modeling Explosion
Topic Modelling in Python with NLTK and Gensim 04.22.20 Demo for using LDA for topic modeling LDA Topic Modeling Rajiv Kale
Toxic Comment Classification (Kaggle) - Simple Baseline 04.22.20 Demo for training GRU to classify toxic comment classification from Kaggle GRU Text Classification Petros Christodoulou
Train Your Own Text Generator Using a Recurrent Neural Network! 04.22.20 Demo for using RNN for generating text RNN Text Generation Mohamed Abdulaziz
Train a GPT-2 Text-Generating Model w/ GPU For Free 04.22.20 Learn how to fine-tune and conduct inference using GPT-2 for text generation GPT-2 Fine-Tuning, Text Generation Max Woolf
Trainer: GLUE MNLI Example 06.02.20 Demo for training DistilBERT for natural language inference DistilBERT Natural Language Inference (NLI) Hugging Face
Training a Part-of-Speech Tagger with Transformers (BERT) 06.02.20 Demo for training a POS tagger with the Thinc framework BERT Part-of-Speech (POS) Explosion
Transfer Learning with BERT 04.22.20 Conduct Inference on various tasks using DeepPavlov's framework BERT Classification, Named Entity Recognition (NER), Question Answering (QA) DeepPavlov
Transformer TTS: A Text-to-Speech Transformer in TensorFlow 2 07.14.20 Demo for conducting inference with the Forward Transformer TTS and MelGAN models Forward Transformer TTS, MelGAN Text-to-Speech Axel Springer
Transformer TTS: A Text-to-Speech Transformer in TensorFlow 3 07.14.20 Demo for conducting inference with the Forward Transformer TTS and WaveRNN models Forward Transformer TTS, WaveRNN Text-to-Speech Axel Springer
Transformer TTS: A Text-to-Speech Transformer in TensorFlow 4 07.14.20 Demo for conducting inference with the Autoregressive Transformer TTS and MelGAN models Autoregressive TTS, MelGAN Text-to-Speech Axel Springer
Transformer TTS: A Text-to-Speech Transformer in TensorFlow 5 07.14.20 Demo for conducting inference with the Autoregressive Transformer TTS and WaveRNN models Autoregressive TTS, WaveRNN Text-to-Speech Axel Springer
Transformer(Greedy_decoder) 04.22.20 Demo for training and inference using a transformer model w/ greedy decoding for sentence translation Transformer Machine Translation Tae Hwan Jung & Derek Miller
Transformer-Torch 04.22.20 Demo for training and inference using a transformer model for sentence translation Transformer Machine Translation Tae Hwan Jung & Derek Miller
Transformers for Negation and Speculation 06.02.20 Demo for training and conducting inference for negation detection BERT Negation Detection, Scope Resolution Aditya Khandelwal
Translation with a Sequence to Sequence Network and Attention 04.22.20 Demo for building a model to translate words from French to English Seq2Seq w/ Attention Machine Translation Sean Robertson
Triplet Extraction from Sentences 05.14.20 Demo for conducting dependency parsing n/a Dependency Parsing KJ Lai
Tune GPT2 to Generate Controlled Sentiment Reviews 05.14.20 Demo optimizing GPT2 to produce IMDB movie reviews with controlled sentiment using a BERT sentiment classifier for rewards. GPT-2, BERT Text Generation Leandro von Werra
Tutorial of the Graph Nets library 06.02.20 Demo for introducing the Graph Nets library for building/using graphs with TensorFlow n/a Framework DeepMind
Twitter Pulse Checker 04.22.20 Scrapes Tweets related to the Topic you are interested in. Extracts relevant Tags from the text (NER: Named Entity Recognition). Does Sentiment Analysis on those Tweets. Provides some visualizations in an interactive format to get a 'pulse' of what's happening. Flair Models NER, Sentiment Analysis FirmAI
Universal Sentence Encoder 04.22.20 Demo for using Universal Sentence Encoder and use it for sentence similarity and sentence classification tasks Transformer, DAN Universal Sentence Encoder TensorFlow
Use Trainers from HuggingFace Transformers on GPUs for Multiple Choice 07.14.20 Demo for training (multiple-choice) SWAG dataset on either PyTorch or TensorFlow BERT Commonsense Hugging Face
Using Gradio to Wrap a Text to Text Interface Around GPT-2 07.14.20 Demo for wrapping a GPT-2 with a UI on Gradio for conducting inference GPT-2 Text Generation Gradio
Using Gradio to wrap a QA BERT model 07.14.20 Demo for wrapping BERT with a UI on Gradio for conducting inference BERT Question Answering Gradio
Using Pre-Trained Word Embeddings 06.02.20 Demo for training a text classification model that uses GloVe word embeddings with the Keras framework CNN Embeddings Chollet
Using Spanish BERT Fine-Tuned for Q&A 04.22.20 Demo for using Spanish BERT for QA - inference BERT Question Answering Manuel Romero
WaveNet Demo Checkpoint 06.02.20 Demo is an overview of the following WaveNet implementation: creating the model and the data set, training the model and generating samples from it WaveNet Audio Generation Vincent Herrmann
Word Sense Disambiguation and Embedding Visualization with an Italian RoBERTa 07.14.20 Demo for training Italian RoBERTa for text classification, also includes PyTorch Lightning fine-tuning and embedding visualization RoBERTa Text Classification Cristiano De Nobili
Word2Vec-Tensor(NCE_loss) 04.22.20 Demo for obtaining Word2Vec embeddings NN Embeddings Tae Hwan Jung
Word2Vec-Tensor(Softmax) 04.22.20 Demo for obtaining Word2Vec embeddings NN Embeddings Tae Hwan Jung
Word2Vec-Torch(Softmax) 04.22.20 Demo for obtaining Word2Vec embeddings NN Embeddings Tae Hwan Jung
XLNet Toxic Comment Classification Challenge 04.22.20 Demo for training and inference using XLNet classifier on the Toxic comments dataset XLNet Text Classification Amber Bhanarkar
Zero-Shot Learning in Modern NLP 07.14.20 Introductory notebook into zero-shot learning, has several examples n/a Text Classification Joe Davison
aitextgen — Train a GPT-2 Text-Generating Model w/ GPU 07.14.20 Demo for training and conducting inference with GPT-2 GPT-2 Text Generation Max Woolf
🚀 take the ride!