SYS 5180 Mathematics for Artificial Intelligence
3 crédits
Science des systemes
Faculte de genie
Mathematical foundations (algebra, statistics) of modern artificial intelligence applicable to machine learning, deep learning, vision, natural language and speech processing. Eigenvectors and Eigenvalues. Single Value Decomposition. Principal Component Analysis. Vector/Matrix Calculus. Gradient Algorithms. Common Distributions. Maximum Likelihood Estimation. Entropy and Cross Entropy. Kullback Leibler Divergence. Viterbi Algorithm.
Volet:
Cours magistral
Terme proposées précédemment:
Hiver