22. Exploration vs. exploitation (cont.)

23 maio 2017, 09:30 • Francisco Melo

Exploration vs. exploitation:

• Stochastic multi-armed bandits and UCB (9.3)
• Adversarial bandits and EXP3 (9.4)

Applications:

• Monte Carlo tree search
• TD-Gammon
• Alpha-Go

Wrap-up.

Session L9

19 maio 2017, 12:30 • Francisco Melo

Supervised learning (conclusion).

21. Exploration vs. exploitation

19 maio 2017, 11:00 • Francisco Melo

Exploration vs. exploitation (Chap. 9):

• The prediction problem (9.1)
• Prediction with complete information: weighted majority and exponentially weighted averager (9.2)

21. Exploration vs. exploitation

19 maio 2017, 11:00 • Francisco Melo

Exploration vs. exploitation (Chap. 9):

• The prediction problem (9.1)
• Prediction with complete information: weighted majority and exponentially weighted averager (9.2)

Session L9

19 maio 2017, 09:30 • Francisco Melo

Supervised learning (conclusion).