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