[CS5242] Regularization
#5 Parameter norm penalties, parameter sharing, dropout, data augmentation, injecting noise, batch normalization
172 words
|
1 minutes
[CS5340] Factor Graph & Junction Tree Algorithm
#5 Factor graph, Sum-Product algo, Maximum a Posterior problem, Junction tree
492 words
|
2 minutes
[CS5446] Markov Decision Process
#4 Markov Decision Process, Value evaluation, Policy evaluation, Online sesarch, Monte Carlo tree search
543 words
|
3 minutes
[CS5340] Variable Elimination & Belief Propogation (Sum-Product Algorithm)
#4 Naive variable elimination algorithm, Treewidth, Sum-Product Algorithm, Message passing protocol
519 words
|
3 minutes
[CS5446] Rational Decision Making
#3 Decision Theory & Utility Theory
470 words
|
2 minutes
[CS5242] Training Deep Networks
#3 Activation function, Stochastic gradient descent
190 words
|
1 minutes
[CS5340] Markov Random Field (Undirected Graphical Model, UGM)
#3 Markov Random Field, Undirected graphical model, 5 Rules
377 words
|
2 minutes