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While studying for an RL course, I created a reference for several algorithms with a brief description of what limitations they solve. Example: Problem: SARSA
by jac08h 2y ago
While studying for an RL course, I created a reference for several algorithms with a brief description of what limitations they solve. Example:
Problem: SARSA pushes q-values towards the current policy, but ideally we'd want optimal values.
Solution: Use the best action in TD-target calculation -> Q-learning
Perhaps someone else will find it helpful!
- hevomada 2y agoVery cool write-up! I also took the course this semester. What a coincidence. Only wish you publicised it before the exam haha :-) 492982
- jac08h 2y agoHaha, cool, thank you! I had some notes ready but didn't get around to finishing it sooner. Besides, I'm sure the course slides were much better material for exam prep ;)