Fundamentals of Artificial Intelligence

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Last updated on March 3, 2024 10:39 pm

Learn about how artificial intelligence is used to tackle complex real world problems like speech recognition and machine translations using machine techniques.

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This free online course will be of great interest to students and individuals who have requisite background knowledge of computer programming and science. The course describes how artificial intelligence is used to tackle complex real world problems like speech recognition and machine translations. By the end of this course, you will be able to use artificial intelligence techniques to solve computational problems using real life scenarios.

What You Will Learn In This Free Course

  • Define artificial intelligence and t…
  • Describe the different developments …
  • Describe how heuristics could be for…
  • Describe the relationship between he…
  • Define artificial intelligence and the different dimensions of artificial intelligence
  • Describe the different developments in the history of artificial intelligence
  • Describe how heuristics could be formulated for a given problem
  • Describe the relationship between heuristics and artificial intelligence search
  • Differentiate between human and artificial intelligent behaviour
  • Describe knowledge representation and reasoning
  • Explain the relationship between data, information and knowledge
  • Discuss the relationship between planning and problem solving
  • Explain how situation calculus is used in solving complex problems
  • Describe the cognitive and engineering approach to artificial intelligence activity
  • Artificial Intelligence: History, Trends and Future

    In this module, you will learn about the ideas and works that have influenced the growth of artificial intelligence. You will also learn about what makes artificial intelligence programming different from general computational paradigms.

    Introduction to Problem Solving in Artificial Intelligence

    In this module, you will learn about what heuristics are, how heuristics could be formulated for a given problem, and certain properties of heuristics. You will also learn about how problem solving can be used in state space search.

    Problem Solving by Search

    In this module, you will learn about how solution to smaller problems has to be accomplished in order to complete the solution of the original problem in artificial intelligence. You will also learn about how games have been an integral part of the development of artificial intelligence.

    Introduction to Knowledge Representation and Reasoning

    In this module, you will learn about the introduction of formal logics as knowledge representation formalism for Artificial Intelligence. You will also learn about how knowledge representation in reasoning forms the backbone of any intelligent behaviour through computational means.

    Knowledge Representation and Reasoning: First Order Logic

    In this module, you will learn about how first order logic also called predicate logic for first order predicate calculus is a language co-opted by the artificial intelligence community for knowledge representation purposes.

    Diploma in Fundamentals of Artificial Intelligence – First Assessment

    You must score 80% or more to pass this assessment.; Module

    Knowledge Representation and Reasoning: Inference in First Order Logic

    In this module, you will learn how inferences are used as a process of arriving at new sentences from existing sentences. You will also learn about how conceptualization consists of the objects functions and relations.

    Reasoning Under Uncertainty

    In this module, you will learn about how logical approach can be adapted to work for domains that have uncertain knowledge, and domains that involve some form of uncertainty.; Module

    Planning

    In this module, you will learn about how planning in its abstract form can be seen as problem solving. You will also learn how planning is used for problem solving by searching through abstract space of plans.; Module

    Planning and Decision Making

    In this module, you will learn about algorithms that exploit construction of plans called the hierarchical task network planning. You will also learn about sequential decision problems which involve utility, uncertainty, and generalizing the search planning problems.

    Machine Learning

    In this module, you will learn how machine learning addresses the fundamental question of how to build computer programs that could learn automatically from experience.; Module

    Diploma in Fundamentals of Artificial Intelligence – Second Assessment

    You must score 80% or more to pass this assessment.; Module

    Course assessment

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      Fundamentals of Artificial Intelligence
      Fundamentals of Artificial Intelligence
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