NLP projects with spaCy

During this workshop, Vincent will guide you through a small project where he tried to detect programming languages that appear in transcripts from the popular Talk Python podcast. He will use spaCy for this and he will use this task as a motivating example to help kick the tires. Timeline: 00:00:05 - Introduction PyLadies Amsterdam 00:01:51 - Introduction Vincent D. Warmerdam 00:02:40 - Introduction to spaCy 00:14:43 - Pre-trained spaCy model 00:16:30 - Using pre-trained English language spaCy model 00:27:05 - Rendering docs with displacy 00:31:37 - Detecting programming languages with spaCy 00:47:39 - spaCy universe 00:48:34 - ChatGPT and NER 00:52:33 - ChatGPT vs spaCy for NER 00:56:42 - spaCy integrations with LLMs 01:02:22 - Pre-trained spaCy models for NER 01:08:59 - GLiNER 01:12:48 - Spancat 01:14:15 - Detecting programming languages with GLiNER 01:18:46 - GLiNER spaCy integrations 01:20:15 - Closing remarks and Q&A 01:22:02 - Announcements 01:24:42 - Getting Started with NLP and spaCy Course GitHub repo: https://github.com/pyladiesams/nlp-projects-with-spacy-may2024 Speakers: Vincent D. Warmerdam https://twitter.com/fishnets88 https://www.linkedin.com/in/vincentwarmerdam Vincent is a senior data professional who worked as an engineer, researcher, team lead, and educator in the past. You might know him from tech talks where he attempts to defend common sense over hype in data science. Vincent is especially interested in understanding algorithmic systems so that one may prevent failure. As such, he's had a preference for simpler solutions that scale, as opposed to the latest and greatest from the hype cycle. He currently works at probabl to collaborate on new tools for the scikit-learn ecosystem and before he was a machine learning engineer at Explosion, the company behind spaCy.