Artificial Intelligence

IFT6010

Winter 2020

  • MILA

  • Professor: Alain Tapp

  • Courses: 4 hours a week

  • Language: English

Detailed course plan

Intelligence

  • The 3 systems of reason

    • Innate, Statistical, Formal

    • Intelligence: definition and IQ

    • Cognitive biases

  • Human Brain

    • General biology

    • Perception

    • Neurophysiology

Logic

  • First order logic

    • Proposition calculus, FOL, FOT

    • Higher order logic

    • Range of application in science

    • Automated reasoning

  • Other logics

    • SKI formalism

    • Modal logic

    • Temporal logic

  • Complexity

Causality

  • Graphical models

  • Statistical learning

  • Deep Learning

  • I choose free will

  • Causal reasoning

  • Information theory

  • Game theory

  • Decision theory


Knowledge

  • Epistemology

  • Knowledge representation

  • Relation with AI logic

  • Information retrieval

Language

  • Linguistic

  • Syntax and grammar

  • Alphabet, Words and morphemes, Sememes

  • Embedding

  • NLP

  • Q&A

  • Chatbots

Ethic

  • FATE

    • Fairness

    • Accountability

    • Transparency

    • Privacy

  • AI Safety

  • Consciousness