jmw999

transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

lime

Lime: Explaining the predictions of any machine learning classifier

GloVe

Software in C and data files for the popular GloVe model for distributed word representations, a.k.a. word vectors or embeddings

xlnet

XLNet: Generalized Autoregressive Pretraining for Language Understanding

statrethinking_winter2019

Statistical Rethinking course at MPI-EVA from Dec 2018 through Feb 2019

awesome-google-colab

Google Colaboratory Notebooks and Repositories (by @firmai)

projects

🪐 End-to-end NLP workflows from prototype to production

nlp-in-practice

Starter code to solve real world text data problems. Includes: Gensim Word2Vec, phrase embeddings, Text Classification with Logistic Regression, word count with pyspark, simple text preprocessing, pre-trained embeddings and more.

concrete_NLP_tutorial

An NLP workshop about concrete solutions to real problems

datacamp-python-data-science-track

All the slides, accompanying code and exercises all stored in this repo. 🎈

mat2vec

Supplementary Materials for Tshitoyan et al. "Unsupervised word embeddings capture latent knowledge from materials science literature", Nature (2019).

Practical_NLP_in_PyTorch

A repository containing tutorials for practical NLP using PyTorch

stat479-deep-learning-ss19

Course material for STAT 479: Deep Learning (SS 2019) at University Wisconsin-Madison

mexican-government-report

Text Mining on the 2019 Mexican Government Report, covering from extracting text from a PDF file to plotting the results.

prodigy-recipes

🍳 Recipes for the Prodigy, our fully scriptable annotation tool

nbsvm

Naive Bayes SVM for Sentiment Analysis

CX_DB8

a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)

recogito2

Semantic Annotation Without the Pointy Brackets

CogStack-SemEHR

Surfacing Semantic Data from Clinical Notes in Electronic Health Records for Tailored Care, Trial Recruitment and Clinical Research

HES_pipeline

R pipeline to clean and process Hospital Episode Statistics (HES) data

mtas

Multi Tier Annotation Search

redcoat

A lightweight web-based annotation tool for labelling entity recognition data.

external-recommender-spacy

External recommender example for the INCEpTION annotation platform using spacy

Towards-reliable-BioNER

This repository contains the corpora and supplementary data, along with instructions for recreating the experiments, for our paper: "Towards reliable named entity recognition in the biomedical domain".

permanent-colandr-back

DataCorps - Colandr Tool resources

MedNorm-corpus

NLP

NLP Projects & Learning

qstep-socialmedia

Files for the social media masterclass delivered March 2019

qstep-sql

Repository containing materials for the QSTEP SQL Masterclass delivered by James on the 1st of December 2021.

insight-health-scraper