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CAV or CLV None Computer data storage, backup, audio/ video recording Hewlett Packard, Phillips, Sony, Thomson, Mitsubishi, Ricoh, Yamaha

Let us define the evaluation function Q(s, a ) so that its value is the maximum discounted cumulative reward that can be achieved starting from state s and applying action a as the first action In other words, the value of Q is the reward received immediately upon executing action a from state s, plus the value (discounted by y) of following the optimal policy thereafter

2009-04-15 07:38:20356 2009-04-15 07:38:20356 Fruit Stand 1714636 2009-04-15 07:38:20357 2009-04-15 07:38:20357 2009-04-15 07:38:20357 2009-04-15 07:38:20358 2009-04-15 07:38:20358 2009-04-15 07:38:20358 2009-04-15 07:38:20359 FruitStand[530:20b] ****** FRUIT STAND ********** FruitStand[530:20b] stand name: James's Grand

endless arguments about which technology is better, just as there will be endless arguments about the benefits and drawbacks of cartridges The bottom line, however, is that people prefer bare discs The question of whether to use caddyless media was a point of some contention when deciding on the DVD read-only specs, but the consensus was to use bare discs like CDs Early CD-ROM drives used caddies, but they were soon

Q ( s ,a )

FruitStand[530:20b] FruitStand[530:20b] FruitStand[530:20b] FruitStand[530:20b] FruitStand[530:20b] FruitStand[530:20b] FruitStand[530:20b]

Capacity Capacity (12 cm, billion bytes) DVD-ROM (single layer) DVD-ROM (dual layer) DVD-R 10 DVD-R 20 DVD-RW 10 470 (8 cm, billion bytes) 146

-------Crate-----------apple with radius: 1900000 orange with radius: 4200000 -------Crate-----------orange with radius: 3300000 apple with radius: 2400000 ********************

Recording Wavelength (nm) n/a Reflectivity (%) 45 85

Note that Q(s,a ) is exactly the quantity that is maximized in Equation (133) in order to choose the optimal action a in state s Therefore, we can rewrite Equation (133) in terms of Q(s,a ) as

Notice in the example that you save immediately upon changing the managed object context Sometimes this might not be the desired behavior You can delay persisting changes to the context until the application terminates There are also many life-cycle management

Data Bit Length (mm) 0267

r(s, a )

Figure 17-13

Channel Pit Length (mm) 0133

+ Y V*(6(s,a ) )

17:

Min Pit Length (mm) 0400

methods in NSManagedObjectContext that you might use for instance, detectConflicts ForObject, refreshObject, processPendingChanges, insertedObjects, updatedObjects, and deletedObjects For more information refer to the NSManagedObjectContext Class Reference The listApple method illustrates using a simple predicate Upon invocation, the method creates an NSFetchRequest for an apple It also creates an NSPredicate telling the request to only fetch apples with a radius greater than 21

Max Pit Length (mm) 1866

(134)

NSPredicate * predicate = [NSPredicate predicateWithFormat: @"radius > %@", [NSNumber numberWithFloat:(float)21]];

Scanning Track VelPitch (mm) 074 ocitya (m/s) 349

n* ( s ) = argmax Q (s,a )

After fetching the results as an NSSet, it loops through each id, casting it as an apple and then printing its radius The removeApple method illustrates deleting managed objects Select the object(s) you are interested in, delete them, and, if you wish, save the changes to the managed context immediately

18 30

[selfmanagedObjectContext deleteObject:(NSManagedObject *)setObject];

(135)

395 470 470

Listing 17-12 illustrates the logging after invoking initFruitStand followed by invoking removeApple Listing 17-12 Debugger Console logging after invoking initFruitStand and removeApple methods

123 146 146

Why is this rewrite important Because it shows that if the agent learns the Q function instead of the V * function, it will be able to select optimal actions even when it has no knowledge of thefunctions r and 6 As Equation (135) makes clear, it need only consider each available action a in its current state s and choose the action that maximizes Q(s, a) It may at first seem surprising that one can choose globally optimal action sequences by reacting repeatedly to the local values of Q for the current state This means the agent can choose the optimal action without ever conducting a lookahead search to explicitly consider what state results from the action Part of the beauty of Q learning is that the evaluation function is defined to have precisely this property-the value of Q for the current state and action summarizes in a single number all the information needed to determine the discounted cumulative reward that will be gained in the future if action a is selected in state s To illustrate, Figure 132 shows the Q values for every state and action in the simple grid world Notice that the Q value for each state-action transition equals the r value for this transition plus the V* value for the resulting state discounted by y Note also that the optimal policy shown in the figure corresponds to selecting actions with maximal Q values