Cognitive Models: Approaches to Cognitive Learning

Artificial Intelligence    |    Intermediate
  • 13 Videos | 48m 40s
  • Includes Assessment
  • Earns a Badge
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Practice plays an important role in AI development and helps one get familiarized with commonly used tools and frameworks. Knowing which methods to apply and when is critical to completing projects quickly and efficiently. Based on code examples provided, you will be able to quickly learn important cognitive modeling libraries and apply this knowledge to new projects in the field. In this course, you'll learn the essentials of working with cognitive models in a software system. First, you will get a detailed overview of each type of learning used in cognitive modeling. Further, you will learn about the toolset used for cognitive modeling with Python and recall which role cognitive models play in AI and business. Finally, you will go through various cognitive model implementations to develop skills necessary to implement cognitive modeling in real world.

WHAT YOU WILL LEARN

  • discover the key concepts covered in this course
    name and describe different types of cognitive learning
    define symbolic learning and describe examples of its use
    define sub-symbolic learning and describe multiple models used with this approach
    define hybrid learning and describe examples of its use
    specify how AI has affected cognitive modeling and enhanced its power
    describe and distinguish between different types of modeling tools
  • work with popular NLP techniques to implement text understanding and decision-making
    work with EEG data to implement student’s confusion classifier with respect to MOOC’s
    implement human personality classifier based on online forums conversation using Myers Briggs Personality types
    describe five dimensions commonly used to describe human personality and psyche
    implement an interactive chat-bot capable of simple conversation
    summarize the key concepts covered in this course

IN THIS COURSE

  • Playable
    1. 
    Course Overview
    2m 24s
    UP NEXT
  • Playable
    2. 
    Types of Cognitive Learning
    1m 29s
  • Locked
    3. 
    Symbolic Learning - Learning by Instruction
    2m 20s
  • Locked
    4. 
    Sub-symbolic Learning - Learning by Example
    2m 13s
  • Locked
    5. 
    Hybrid Learning
    1m 50s
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    6. 
    Effect of AI in Cognitive Model
    1m 52s
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    7. 
    Different Tools for Cognitive Modeling
    2m 4s
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    8. 
    Decision-making for Business
    7m 26s
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    9. 
    Predict Learner Confusion Using EEG Brainwave Data
    5m 16s
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    10. 
    Predicting Personality Types Based on Conversation
    6m 34s
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    11. 
    Analyzing Big Five Personality Traits
    4m 51s
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    12. 
    Building Simple Chatbot Using RASA
    3m 51s
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    13. 
    Course Summary
    1m

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