Evolutionary Computation
אלגוריתמים אבולוציוניים
202-2-5651, Spring 2021 סמסטר ב
Lecturer: Prof. Moshe Sipper
Administrative Details
|
Schedule (may change)
Mar 1/ lecture Mar 3 / lecture Mar 8/ lecture Mar 10/ lecture Mar 15/ lecture Mar 17/ lecture Mar 22/ lecture Mar 24 / pesach Mar 29/ pesach Mar 31/ pesach Apr 5/ lecture Apr 7/ midterm 1+lecture Apr 12/ lecture Apr 14/ yom hazikaron Apr 19/ lecture Apr 21/ lecture Apr 26/ lecture May 3/ lecture May 5/ lecture May 10/ lecture May 12/ lecture May 17/ shavuot May 19/ ̶m̶i̶d̶t̶e̶r̶m̶ ̶2̶ May 24/ presentations May 26/ presentations May 31/ presentations Jun 2/ presentations Jun 7/ midterm 2 Jun 9/ project Jun 14/ project Jun 16/ project |
Class Material
- Evolutionary Computation
- tiny_ga
- NSGA II
- Schema theorem
- GP: Koza, Koza Tutorial, Koza & Poli, Yoo, Herrmann
- tiny_gp
- Linear GP / Cartesian GP / Grammatical Evolution
- Koza's vids
- SAFE, OMNIREP
- Novelty search
- Machine Learning
- Decision trees
- Random forests
- Linear regression
- Logistic regression
- (Deep) neural networks
- AdaBoost
- Gradient boosting
- Clustering, k-means
- Dimensionality reduction, PCA