Reinforcement Learning – A Reference
jakubhalmes.substack.com
Reinforcement Learning – A Reference
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Re: Reinforcement Learning – A Reference
#2Problem: 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!
Re: Reinforcement Learning – A Reference
#3While 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!
Only wish you publicised it before the exam haha :-)
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Re: Reinforcement Learning – A Reference
#4Re: Reinforcement Learning – A Reference
#5While 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!
Very cool write-up! I also took the course this semester. What a coincidence. Only wish you publicised it before the exam haha :-) 492982