Online Course Support | Practical Reinforcement Learning

What are different types of planning?

ByAdmin October 9, 2021October 9, 2021

Background planning starts after an agent’s transition into a new state; it is used to select an optimal action for the current state only.

Decision time planning starts after an agent’s transition into a new state; it is used to select an optimal action for the current state only.

Decision time planning is synonymous to model-free learning from precollected samples of the given environment model with the goal to improve policy / value function in all the sampled states .

Background planning is synonymous to model-free learning from precollected samples of the given environment model with the goal to improve policy / value function in all the sampled states .

The backup phase of MCTS performs Policy Evaluation: it makes value estimates in tree nodes consistent with the compound policy (rollout + tree policy)

The MAX action selection strategy (classic MCTS) is an instance of Policy Improvement — greedy action selection with respect to action-value function.

MCTS uses binary search to select the best action in each node in the tree since it is the fastest strategy out there.

MCTS balances between exploration and exploitation by treating action selection in each node as an independent multiarmed bandit problem.

Preserving action-value function estimates in tree nodes after a transition into a next state is a heuristic: in the new state policy changes, so values are not valid anymore.

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What are different types of planning?

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5.

In many developing countries such as India, what might be a primary driver of fintech innovations?

Oracle Exadata, IBM Db2 Warehouse on Cloud, IBM Netezza Performance Server, and Amazon RedShift are some of the popular __________________ in use today.

All of the following are forms of debt financing EXCEPT ___.

A firm has innovated an artificial intelligence robotics software. How might the company best protect its intellectual property?

Which of the following statements about angel investments is true?

Maria Garcia owns a software consulting firm. At the beginning of 2019, her firm had assets of $800,000 and liabilities of $185,000. Assuming that assets decreased by $52,000 and liabilities increased by $24,000 during 2020, use the accounting equation to calculate equity at the end of 2020.

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