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To simplify notation, we will refer to the value function v"*(s) of such an optimal policy as V*(s) V*(s) gives the maximum discounted cumulative reward that the agent can obtain starting from state s; that is, the discounted cumulative reward obtained by following the optimal policy beginning at state s To illustrate these concepts, a simple grid-world environment is depicted in the topmost diagram of Figure 132 The six grid squares in this diagram represent six possible states, or locations, for the agent Each arrow in the diagram represents a possible action the agent can take to move from one state to another The number associated with each arrow represents the immediate reward r(s, a) the agent receives if it executes the corresponding state-action transition Note the immediate reward in this particular environment is defined to be zero for all state-action transitions except for those leading into the state labeled G It is convenient to think of the state G as the goal state, because the only way the agent can receive reward, in this case, is by entering this state Note in this particular environment, the only action available to the agent once it enters the state G is to remain in this state For this reason, we call G an absorbing state Once the states, actions, and immediate rewards are defined, and once we choose a value for the discount factor y , we can determine the optimal policy n * and its value function V*(s) In this case, let us choose y = 09 The diagram at the bottom of the figure shows one optimal policy for this setting (there are others as well) Like any policy, this policy specifies exactly one action that the

For magnetic tape, raising the speed at which the tape moves past the head increases the amount of information that can be recorded in a given period of time, but the amount of tape required quickly becomes preposterous Nevertheless, in 1951, Bing Crosby Enterprises demonstrated a commercial videotape recorder that used tape traveling at 100 inches per second (almost 6 mph) across 12 heads A few similarly cumbersome and very expensive systems were developed for television studios, but their high price tags barred them from wider use The eureka factor did not arrive for another 10 years until engineers at Ampex hit on the idea of moving the head past the tape in addition to moving the tape past the head A revolving head can record nearly vertical stripes on a slow-moving tape, greatly increasing the recording efficiency (see Figure 24) The first helical-scan videotape recorder appeared in 1961, and color versions followed within a few years Videotape recording was first used only by professional television studios A new era for home video was ushered in when Philips and Sony produced black-and-white, reel-to-reel videotape recorders in 1965, but at $3000, they did not grace many living rooms Sony s professional 1/4-inch Umatic videocassette tape appeared in 1972, the same year as the video game Pong More affordable color video recording reached home consumers in 1975 when Sony introduced the Betamax videotape recorder The following year JVC introduced VHS, which was slightly inferior to Betamax but won the battle of the VCRs because of extensive licensing agreements with equipment manufacturers and video distributors The first Betamax VCR cost $2300 (over $6700 adjusted for inflation), and a 1-hour blank tape cost $16 (over $46 in today s dollars) The first VHS deck was cheaper at $885 (equivalent to more than $2500 today), and Sony quickly introduced a new Betamax model for $1300, but both systems were out of the financial reach of most consumers for the next few years.

Figure 17-11

Many differences and many similarities exist among writable DVD formats (Tables 55 and 56) Although some of the writable formats are slightly more suited for one application than for another, when it comes down to it, they all do a similar job of recording data Some have speed advantages, although faster drives and the use of CAV speeds when reading or writing CLV discs will make most of the write/record speeds moot There will be

FIGURE 132 A simple deterministic world to illustrate the basic concepts of Q-learning Each grid square represents a distinct state, each arrow a distinct action The immediate reward function, r ( s , a) gives reward 100 for actions entering the goal state G, and zero otherwise Values of V*(s) and Q(s, a ) follow from r ( s , a), and the discount factor y = 09 An optimal policy, corresponding to actions with maximal Q values, is also shown

Consider the application s behavior Upon invoking the initFruitStand method in FruitStandViewController, the application creates a new FruitStand, two crates, two apples, and two oranges It assigns an apple and orange to each crate At the method s end, it persists the changes to the managedObjectContext by calling its save method Multiple clicks result in multiple FruitStand instances being created Although Core Data keeps the different instances separate internally, to make the example easier to view in the Debugger Console, you added a random number to the fruit stand s name Invoking the listFruitStandContents method creates an NSFetchRequest that selects all fruit stands from the persistent data store The persistent store returns the fruit stands as an NSSet, and so the method enumerates through each fruit stand, selecting the stand s crates The method then enumerates through each crate, listing each crate s contents Each crate s contents are also an NSSet, so the method enumerates through the fruit also Listing 17-11 is the Debugger Console s logging after invoking the initFruitStand method twice and then invoking the listFruitStandContents method