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Universal Artificial Intelligence - of Marcus Hutter

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<strong>Marcus</strong> <strong>Hutter</strong> - 8 - <strong>Universal</strong> <strong>Artificial</strong> <strong>Intelligence</strong><br />

Relation�between�ML�&�RL�&�(U)AI�<br />

Statistical<br />

Machine Learning<br />

<strong>Universal</strong> <strong>Artificial</strong> <strong>Intelligence</strong><br />

Covers all Reinforcement Learning problem types<br />

Mostly i.i.d. data<br />

classification,<br />

regression,<br />

clustering<br />

RL Problems<br />

& Algorithms<br />

Stochastic,<br />

unknown,<br />

non-i.i.d.<br />

environments<br />

<strong>Artificial</strong><br />

<strong>Intelligence</strong><br />

Traditionally<br />

deterministic,<br />

known world /<br />

planning problem

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