Free online courseFundamentals of Artificial Intelligence

Course content

• Video class: Fundamentals of Artificial Intelligence [Introduction]

  04m

• Video class: Lec 01: Introduction to AI

  35m

• Exercise: What are the four dimensions in which artificial intelligence systems can be understood according to the lecture content?

• Video class: Lec 02: Problem Solving as State Space Search

  57m

• Exercise: Which of the following statements best describes an AI technique?

• Video class: Lec 03: Uniformed Search

  47m

• Exercise: What is the primary characteristic of uninformed search strategies in the context of artificial intelligence problem-solving as state space search?

• Video class: Lec 04: Heuristic Search

  35m

• Exercise: What is an admissible heuristic in the context of heuristic functions in AI search?

• Video class: Lec 05: Informed Search

  46m

• Exercise: What is the main advantage of informed search strategies over uninformed search strategies in artificial intelligence?

• Video class: Lec 06: Constraint Satisfaction Problems

  1h06m

• Exercise: Which of the following best describes a Constraint Satisfaction Problem (CSP) in the context of Artificial Intelligence?

• Video class: Lec 07: Searching AND/OR Graphs

  40m

• Exercise: What is the primary advantage of using AO* algorithm for searching AND-OR graphs compared to best-first search?

• Video class: Lec 08: Game Playing

  44m

• Exercise: Which of the following is a characteristic of board games used in artificial intelligence research?

• Video class: Lec 09: Minimax Alpha-Beta

  42m

• Exercise: What is the primary purpose of the alpha-beta pruning algorithm when applied to the minimax algorithm in game tree evaluation?

• Video class: Lec 10: Introduction to Knowledge Representation

  36m

• Exercise: What is the foundational choice of a formal language for knowledge representation and reasoning in AI, and why is it chosen?

• Video class: Lec 11: Propositional Logic

  34m

• Exercise: Which statement is an example of a proposition in propositional logic?

• Video class: Lec 12: First Order Logic -I

  45m

• Exercise: Which of the following statements best describes the difference between propositional logic and first order logic?

• Video class: Lec 13: First Order Logic -II

  40m

• Exercise: What makes first-order logic more expressive than propositional logic?

• Video class: Lec 14: Inference in First Order Logic - I

  53m

• Exercise: Which of the following distinguishes first-order logic from higher-order logics?

• Video class: Lec 15: Inference in FOL - II

  59m

• Exercise: In knowledge representation and reasoning, which process involves converting first order predicate calculus statements to a certain form before applying resolution?

• Video class: Lec 16: Answer Extraction

  33m

• Exercise: In the context of knowledge representation and reasoning, what is the purpose of answer extraction in first order logic theorem proving systems?

• Video class: Lec 17: Procedural Control of Reasoning

  44m

• Exercise: Which strategy in resolution-based reasoning involves evaluating the truth value of literals by attaching procedures for computation, rather than including these literals or their negations directly in the base set?

• Video class: Lec 18: Reasoning under Uncertainty

  43m

• Exercise: What does the Bayes' rule allow an AI system to compute in terms of probabilistic inference?

• Video class: Lec 19: Bayesian Network

  47m

• Exercise: What task does a Bayesian network primarily assist in when dealing with uncertainty in AI systems?