Series: Natural Language Processing for All
When
Join us for an informative session on the basics of Natural Language Processing (NLP) with spaCy, a leading open-source library for advanced text processing in Python. Designed for production use and capable of handling large volumes of text efficiently, spaCy offers a Swiss-knife approach to text processing across multiple languages.
In this workshop, we will include tools for key NLP tasks such as tokenization, part-of-speech tagging, named entity recognition, dependency parsing, text similarity calculation.
Join us for an engaging and accessible introduction to Natural Language Processing (NLP) and its practical applications for everyday tasks! In "NLP for All," we will explore the fundamental concepts behind NLP: From understanding how computers interpret human language; to discovering how to improve search queries, use regular expressions, find datasets, and learn about pipelines for working with language. Whether you're curious about chatbots, voice assistants, or automated text transcription and analysis, this series will demystify popular technologies and show you how they work.
What We Will Cover:
- Foundations of NLP: Gain a solid grasp of NLP concepts and terminology without needing a technical background.
- Real-World Applications: Explore practical uses of NLP in various contexts, such as improving search and information retrieval, generating and evaluating automatic transcriptions, and working with popular libraries such as spaCy, PyTorch and scikit-learn.
- Hands-On Experience: We will illustrate NLP concepts in action with a well-documented code notebook, aimed at solving practical examples. We will also explore online sources for NLP tools and datasets, such as HuggingFace.
Pre-requisites:
- A Google account to run Google Colab (where we will do most of our programming exercises)
- Basic knowledge of Python. You can brush up python fundamentals with Software Carpentry's Introduction to Python (section 1).
SERIES: Natural Language Processing for All
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When: Thursdays, 3-4 pm, Sept. 5 - Oct. 24, 2024
Where: Weaver Science-Engineering Library, Rm 212 and on Zoom
Instructors: Megh Krishnaswamy
YouTube: The video links will be posted here.
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09/12 Regular Expressions for NLP - YouTube
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09/19 NLP with Transformers - YouTube
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10/10 Text pre-processing for NLP - YouTube