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This course covers the development of programs containing a significant amount of knowledge about their application domain.

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English

English [CC]

FREE

Description

The course includes a brief review of relevant AI techniques; case studies from a number of application domains, chosen to illustrate principles of system development; a discussion of technical issues encountered in building a system, including selection of knowledge representation, knowledge acquisition, etc.; and a discussion of current and future research. The course also provides hands-on experience in building an expert system (term project).

Course content

    • Course Organization; Spirit of the Undertaking Unlimited
    • Tell it What to Know; Search Unlimited
    • Origins of KBS: MACSYMA and DENDRAL Unlimited
    • Application Analysis Case Study: Case Introduction Unlimited
    • Rule-Based Systems Unlimited
    • Semantic Nets Unlimited
    • Logic Unlimited
    • Frame-Based Systems Unlimited
    • Uncertain Reasoning, Models of Rationality Unlimited
    • Pragmatic Issues in Knowledge Acquisition Unlimited
    • Summary of Knowledge Representation Unlimited
    • Causal Reasoning Unlimited
    • Model-Based Reasoning Unlimited
    • Reasoning with Constraints Unlimited
    • Ontologies and Data Mining Unlimited

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Instructor

Massachusetts Institute of Technology
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