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CS-E4800 - Artificial Intelligence, 05.01.2017-30.03.2017

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Syllabus

Lectures

  • Lectures

    Lectures

    The main course material, the lecture presentations as PDF documents, are listed below in the lecture schedule. Notice that there are often changes in some of the material after the lecture (small corrections and extensions), and it pays off downloading the material later (again), so that you have an up-to-date version.


    Lecture 1: January 5: Introduction: arrangements, symbolic vs. non-symbolic AI, general models of intelligent systems (slides 4-on-1, slides)

    Lecture 2: January 12: Search algorithms: breadth-first, depth-first, A* (slides 4-on-1, slides, updated March 17)

    Lecture 3: January 19: Heuristics (lower bounds), suboptimal informed search, dynamic programming, general-purpose modeling language NDL (slides 4-on-1, slides, updated February 1)

    Lecture 4: January 26: Logic in AI: background, constraint solving, formulas as sets (slides 4-on-1, slides)

    Lecture 5: February 2: State-space search with logic and constraints (slides 4-on-1, slides, updated March 1)

    Lecture 6: February 9: Symbolic breadth-first search; planning with uncertainty and Markov decision processes; Reinforcement Learning (slides 4-on-1, slides, updated March 24)

    Lecture 7: February 23: Uncertainty in decision-making, partial observability (slides 4-on-1, slides, updated March 2)

    Lecture 8: March 2: Decision-making in game-theoretic and adversarial settings, multi-agent decision-making and coordination (slides 4-on-1, slides)

    Lecture 9: March 9: Multi-agent decision making (preference aggregation), game tree search algorithms (systematic and stochastic) (slides 4-on-1, slides)

    Lecture 10: March 16: Applications of AI technologies in autonomous systems, commerce, distributed systems (slides 4-on-1, slides)

    Lecture 11: March 23: Past, future, summary (slides 4-on-1, slides)


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    • Schools
      • School of Arts, Design, and Architecture (ARTS)
      • School of Business (BIZ)
      • School of Chemical Engineering (CHEM)
      • –sGuides for students (CHEM)
      • – Instructions for report writing (CHEM)
      • School of Electrical Engineering (ELEC)
      • School of Engineering (ENG)
      • School of Science (SCI)
      • Language Centre
      • Open University
      • Library
      • Aalto university pedagogical training program
      • UNI (exams)
      • Sandbox
    • CORONAVIRUS INFO
      • Koronavirus - tietoa opiskelijalle
      • Coronavirus - information for students
      • Coronavirus - information för studerande
      • Koronaviruksen vaikutus opiskeluun: kysymyksiä ja vastauksia
      • Effects of the coronavirus on studies: questions and answers
      • Coronaviruset och studierna: frågor och svar
      • Corona help for teachers
    • Service Links
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      • - Instructions for Teachers
      • - Teacher book your online session with a specialist
      • - Digital tools for teaching
      • - Personal data protection instructions for teachers
      • - Instructions for Students
      • - Workspace for thesis supervision
      • WebOodi
      • Into portal for students
      • Courses.aalto.fi
      • Library Services
      • - Resourcesguides
      • - Imagoa / Open science and images
      • IT Services
      • Campus maps
      • - Search spaces and see opening hours
      • Restaurants in Otaniemi
      • ASU Aalto Student Union
      • Aalto Marketplace
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      • Starting Point of Wellbeing
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