- Stanford CS224N: Natural Language Processing with Deep Learning. Video: Winter 2019
- [Stanford CS224U: Natural Language Understanding]. Video: Spring 2019
- [Carnegie Mellon University: Neural Nets for NLP]. Video: 2020, 2019, 2018, 2017 offered by Graham Neubig
- new fast.ai course: A Code-First Introduction to Natural Language Processing. Video. Notebooks
- NLP Course | For You by Lena Voita
- Advanced NLP with spaCy
- SPACY IRL 2019. Video
- Sequence Models is a 5th course of Deep Learning Specialization offered by deeplearning.ai and Andrew Ng
- CMU LTI Low Resource NLP Bootcamp 2020 by the Carnegie Mellon University Language Technologies Institute in May 2020
- NLP with Friends. Schedule
- Speech and Language Processing (3rd ed. draft)
- 14. Natural Language Processing: Pretraining and 15. Natural Language Processing: Applications of Dive into Deep Learning
- NLP Overview. Modern Deep Learning Techniques Applied to Natural Language Processing
- OpenAI API. Blog
- Huggingface
- EleutherAI - a collection of researchers working to open source AI research. GPT-Neo. Primary goal is to replicate a GPT-3 sized model and open source it to the public, for free.
- Grover is a model for Neural Fake News - both generation and detection. However, it probably can also be used for other generation tasks.
- Lime is a project about explaining what ML classifiers (or models) are doing. At the moment, we support explaining individual predictions for text classifiers or classifiers that act on tables (numpy arrays of numerical or categorical data) or images. Build a LIME explainer dashboard with the fewest lines of code
- TextAttack is a Python framework for adversarial attacks, data augmentation, and model training in NLP. Documentation
- CleverHans is a Python library to benchmark ML systems' vulnerability to adversarial examples.
- UA-GEC: Grammatical Error Correction and Fluency Corpus for the Ukrainian Language
- GRAC - General Regionally Annotated Corpus of Ukrainian is a large representative collection of texts in Ukrainian accompanied by a program that enables customization of subcorpora, searching words, grammatical forms and their combinations as well as post-processing of the query results.
- Gold standard Universal Dependencies corpus for Ukrainian, українською by mova.institute, морфосинтаксовий аналізатор. Demo
- AI advances to better detect hate speech is Facebook application (building on XLM-R)
- The Unfriendly Robot: Automatically flagging unwelcoming comments is StackOverflow application (building on ULMFiT)
- Evaluating Neural Toxic Degeneration in Language Models