Page 199 - Deep Learning
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182                         Adaptation

            through a situation tree is to describe it in the context of the ensemble of pos-
            sible behaviors (by that particular person, in the given situation). The situa-
            tion tree is analogous to the solution space in the theory of analytical thinking
            proposed in Chapter 4, but the moves from one state (situation) to another are
            actions rather than mental operations or inferences.


                                   practical Knowledge
            As  chemists  distinguish  between  organic  and  inorganic  chemical  com-
            pounds, so cognitive scientists have settled on a broad distinction between
            declarative  and  practical  knowledge.  Declarative  knowledge  is  knowledge
            about the way the world is. Practical knowledge, on the other hand, is knowl-
            edge about what to do.
               The distinction was originally stated in terms of declarative and procedural
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            knowledge.  However, the term “procedural knowledge” is unfortunate, because
            it is too easily misunderstood as referring to knowledge of more or less explicit,
            codified or fixed procedures, which is not the intended concept. As used in this
            book, the term “practical knowledge” refers to knowledge about how to perform
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            tasks, reach goals or produce desired consequences and effects.  This usage has
            natural links to the verb to practice, the logician’s concept of practical logic, the
            anthropologist’s notion of a cultural practice and the common distinction theory
            versus practice, all of which are relevant for the topic of skill acquisition.
               declarative knowledge and practical knowledge differ in multiple inter-
            locking ways. The units of declarative knowledge are variously called asser-
            tions, propositions or statements. The Earth is round is a prototypical example.
            Assertions are typically thought of as either true or false, although these con-
            cepts have caused more trouble for philosophers than common sense would
            anticipate. two millennia of debate aside, it makes sense to ask about a declar-
            ative statement whether it is accurate with respect to the part of reality that it
            purports to describe. practical knowledge, on the other hand, is neither true
            nor false but more or less effective.
               descriptions are neutral with respect to task and purpose. The assertion
            that the Earth is round is not intrinsically related to any particular task, but it
            might be useful in reasoning about a wide range of tasks. By itself, it does not
            specify any particular action. if you are in Europe and your task is to get to
            india, the knowledge that the Earth is round makes you wonder if it is better
            to sail east or west, an issue that does not arise in the absence of this proposi-
            tion, but it does not specify which way is best. if you like camels, take the path
            of Marco polo; if you like fish, go the way of Christopher Columbus. if your
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