YoVDO

Hands-On Natural Language Processing

Offered By: LinkedIn Learning

Tags

Natural Language Processing (NLP) Courses Sentiment Analysis Courses Named Entity Recognition Courses Data Preprocessing Courses Topic Modeling Courses Model Training Courses spaCy Courses

Course Description

Overview

Learn to use natural language processing to make sense of text data and derive useful insights.

Syllabus

Introduction
  • Gain insights from unstructured text data
  • What you should know
  • Exercise files
1. Named Entity Recognition (NER)
  • What is named entity recognition (NER)?
  • NER with spaCy
  • Data preprocessing for custom NER
  • Custom model training with spaCy
2. Topic Modeling
  • Introduction to topic modeling
  • Data preprocessing for topic modeling
  • Topic modeling with Gensim
  • Topic modeling visualization with pyLDAvis
  • Model evaluation for topic modeling
3. Text Summarization
  • What is text summarization?
  • Text extraction for summarization
  • Text summarization with sumy
4. Sentiment Analysis
  • What is sentiment analysis?
  • Sentiment analysis with VADER
  • Sentiment analysis with transformers
Conclusion
  • Next steps

Taught by

Wuraola Oyewusi

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