Introducing Natural Language Processing

Artificial Intelligence
  • 13 Videos | 41m 53s
  • Includes Assessment
  • Earns a Badge
Likes 77 Likes 77
Natural language is essential to human communication, which makes the ability to process it an important one for computers. Explore natural language processing and some of the basic tasks.

WHAT YOU WILL LEARN

  • define NLP, and list some of its applications and methods
    describe some of the base NLP operations such as Regex, tokenization, and stemming
    describe the porter stemming algorithm used to stem English text
    describe named entity recognition and some of the methods used to perform this task
    describe how NLP models are built and the various parts required to build them
    describe text classification, why it's useful, and how to perform it
    describe the Naïve Bayes classification algorithm and how it can be used as a simple text classification algorithm
  • describe information retrieval and some of the base techniques used to perform this task
    describe how an AI agent can use simple information retrieval techniques to answer some simple questions
    describe parsing and how it can be accomplished using NLP
    describe the challenges related to machine translation and some of the methods used to accomplish this task
    describe methods used by computers to recognize speech
    describe many different types of operations that can be used with natural language processing

IN THIS COURSE

  • Playable
    1. 
    Introducing Natural Language Processing (NLP)
    3m 49s
    UP NEXT
  • Playable
    2. 
    Base NLP Operations
    3m 44s
  • Locked
    3. 
    Porter Stemming Algorithm
    3m 9s
  • Locked
    4. 
    Named Entity Recognition
    2m 37s
  • Locked
    5. 
    Building Natural Language Processing (NLP) Models
    2m 10s
  • Locked
    6. 
    Text Classification
    2m 9s
  • Locked
    7. 
    Naïve Bayes Classification
    2m 8s
  • Locked
    8. 
    Information Retrieval (IR)
    2m 35s
  • Locked
    9. 
    Answering Questions
    2m 19s
  • Locked
    10. 
    Parsing
    2m 37s
  • Locked
    11. 
    Machine Translation
    3m 23s
  • Locked
    12. 
    Speech Recognition
    3m 30s
  • Locked
    13. 
    Exercise: Describe NLP Operations
    1m 44s

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