Resources

These are resources from the class.

Slides [Updated for 2020]

Note: Slides are provided under Creative Commons 4.0 Share-Alike Non-Commercial. You are encouraged to make comments on the slides so that they can be improved.

• Introduction to NLP for Data Scientists [Google Drive - Comments Open]
• Modern NLP Approaches [Google Drive - Comments Open]
• Data Science + NLP Use-Cases [Google Drive - Comments Open]

Presentations/Readings from other Researchers

• “How to do good research, get it published in SIGKDD and get it cited!”, Eamonn Keogh, SIGKDD 2009 Tutorial. URL
• Heuristics for Scientific Writing (a Machine Learning Perspective) - Zachary C. Lipton URL
• Developing Language Annotation for Machine Learning Algorithms - Marie Meteer URL

Tools

• FastAI NLP URL
• NLP with sklearn URL
• Huggingface URL
• NLP for hackers URL

DataSets

COVID-19

• AYLIEN COVID-19 News Dataset

Local Language NLP Tasks

• Masakhane African Machine Translation

Misinformation/Disinformation

• Credibility Corpus with several datasets (Twitter, Web database) in French and English
• Fake News Challenge
• Fake News
• Hyperpartisan News Detection
• RumourEval

Hate Speech

• Multilingual detection of hate speech against immigrants and women in Twitter (hatEval)
• OffensEval: Identifying and Categorizing Offensive Language in Social Media
• HateSpeech

Repositories

• Wluper Dataset Downloads

Wildcard

• Real411

Other Classes/Courses

• Natural Language Processing with Deep Learning <> C Manning - URL
• Ethical NLP <> E Bender URL
• Computational Ethics for NLP <> Y Tsvetkov, AW Black URL
• Advanced Computational Linguistics <> G Hirst URL