CS394R Reinforcement Learning: Theory and Practice
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1 CS394R Reinforcement Learning: Theory and Practice Department of Computer Science The University of Texas at Austin
2 Good Morning Colleagues
3 Good Morning Colleagues Are there any questions?
4 Logistics
5 Logistics Registering for the course (roster)
6 Logistics Registering for the course (roster) Nice responses!
7 Logistics Registering for the course (roster) Nice responses! Length and content mostly good
8 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific
9 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine
10 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you
11 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza
12 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza default: 9/10
13 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza default: 9/10 Look for programming assignment opportunities
14 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza default: 9/10 Look for programming assignment opportunities First due Thursday
15 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza default: 9/10 Look for programming assignment opportunities First due Thursday I have author s responses to exercises (1st edition)
16 Logistics Registering for the course (roster) Nice responses! Length and content mostly good Be clear and specific Short and focussed is fine Help me help you Won t answer everything: ask in class or on piazza default: 9/10 Look for programming assignment opportunities First due Thursday I have author s responses to exercises (1st edition) If you missed last Thursday...
17 My Role
18 My Role My role isn t to teach RL
19 My Role My role isn t to teach RL It s to help you learn RL
20 My Role My role isn t to teach RL It s to help you learn RL provide context guide your learning (assign readings, activities) clarify misconceptions
21 My Role My role isn t to teach RL It s to help you learn RL provide context guide your learning (assign readings, activities) clarify misconceptions You have to do the learning
22 My Role My role isn t to teach RL It s to help you learn RL provide context guide your learning (assign readings, activities) clarify misconceptions You have to do the learning Read, write, present, ask, answer, program (investigate)
23 Logistics
24 Logistics Programming assignment due Thursday Next readings posted
25 Logistics Programming assignment due Thursday Next readings posted 2nd edition!!
26 Logistics Programming assignment due Thursday Next readings posted 2nd edition!! MDPs and Dynamic programming
27 Logistics Programming assignment due Thursday Next readings posted 2nd edition!! MDPs and Dynamic programming Mostly chapter 3 Tuesday, then chapter 4
28 Logistics Programming assignment due Thursday Next readings posted 2nd edition!! MDPs and Dynamic programming Mostly chapter 3 Tuesday, then chapter 4 Discussion leaders
29 Logistics Programming assignment due Thursday Next readings posted 2nd edition!! MDPs and Dynamic programming Mostly chapter 3 Tuesday, then chapter 4 Discussion leaders Look at resources page
30 Let s Play!
31 Let s Play! I m a 2-armed bandit
32 Let s Play! I m a 2-armed bandit As a class, you choose which arm: 3 times around.
33 Let s Play! I m a 2-armed bandit As a class, you choose which arm: 3 times around. Maximize your payoff.
34 Let s Play! I m a 2-armed bandit As a class, you choose which arm: 3 times around. Maximize your payoff. The answer:
35 Let s Play! I m a 2-armed bandit As a class, you choose which arm: 3 times around. Maximize your payoff. The answer: (defun l () (+ 5 (random 7))) (defun r () (let ((x (random 3))) (case x (0 20) (1 0) (2 (+ 7 (random 11))) ))) What about minimizing risk?
36 N-armed bandit in practice?
37 N-armed bandit in practice? Choosing mechanics Choosing a barber/hairdresser
38 Student-led Discussion Aishwarya Padmakumar on non-stationarity
39 Assignments Join piazza!
40 Assignments Join piazza! 1st programming assignment due Thursday Read Chapters 3 and 4
41 Assignments Join piazza! 1st programming assignment due Thursday Read Chapters 3 and 4 Send a reading response by 5pm Monday
42 Assignments Join piazza! 1st programming assignment due Thursday Read Chapters 3 and 4 Send a reading response by 5pm Monday Need a discussion leader volunteer
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