====== Books, on-line resources, specialization courses ======

Recommended reading. You can use or own resources which, however, may differ in some terminology.

{[be5b33kui:Russell-Norvig2010]} is the main course book. We will not need the whole book. A more detailed recommendation will be provided throughout the course. Note the large on-line content at http://aima.cs.berkeley.edu. Toto je za

Reinforcement learning (posilované učení) je dobře vysvětleno v {[be5b33kui:Sutton-Barto98]}, on-line [[http://incompleteideas.net/book/ebook/the-book.html|html]]. Druhé vydání {[be5b33kui:Sutton-Barto2017]}, on-line [[http://www.incompleteideas.net/book/bookdraft2018jan1.pdf|pdf]]. Kapitola 4 - Dynamic programming dobře poslouží i pro studium sekvenčního rozhodování (MDPs).

Kniha {[be5b33kui:LaValle2006]} je k dispozici i [[http://planning.cs.uiuc.edu|on-line]]. Pokrývá mnohem více než budeme potřebovat. Nicméně, kapitoly 2, 9, 10 s hodí i nám. Některé základní koncepty, které budeme diskutovat podrobně, jsou v knize podány kompaktně, ale někomu to může vyhovovat. 

For Python we recommend {[a4b99rph:Wentworth2012]} or {[a4b99rph:Downey2009]}; the newer and Python 3.x fully compatible {[a4b99rph:Wentworth2012]} is probably the better option. 

You can also use multiple on-line resources:
  * [[https://edge.edx.org/courses/course-v1:BerkeleyX+CS188x-SP16+SP16/20021a0a32d14a31b087db8d4bb582fd/|Artificial Intelligence]] course at Berkeley. This course has strongly influenced/motivated our course.
  * [[https://cw.fel.cvut.cz/wiki/courses/ae3m33ui/lectures/start|Artificial Intelligence]] course at CTU. A master course, now taught with changed content. SDPs and Reinforcement learning no longer covered there - we do.

CTU courses for possible specializations. If you fall in love with some parts of our course, you may dig deeper in the following courses:
  * [[https://cw.fel.cvut.cz/wiki/courses/ae4b33rpz/start|Pattern Recognition and Machine Learning]] a bachelor course at CTU goes deeper into (statistical) machine learning.
  * [[https://cw.fel.cvut.cz/wiki/courses/a4b33zui/start-english|Introduction into Artificial Intelligence]] a bachelor course at CTU studies deeper games and knowledge representation.
  * [[https://cw.fel.cvut.cz/wiki/courses/be4m33ssu/lectures|Statistical Machine Learning]] a master course at CTU goes deep into the theory of statistical machine learning. (Notably: SVM, EM algorithm, Neural Networks, Reinforcement Learning).


You may also consider participating in **research projects** as a summer intern or doing an individual project or accomplishing a bachelor/master thesis.
  * http://cyber.felk.cvut.cz/people/svobodat/
  * http://robotics.fel.cvut.cz/