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When you create a new project or class file in Xcode, notice that there is a brief author and copyright statement in a comment at the top of each file; however, you will look in vain for an Xcode Preferences item that sets the values you see here. In fact, these settings are managed completely outside Xcode, in the Mac OS X Address Book! Xcode will pick up your record (often called the Me record) from Address Book to provide the name (only the first and last names are picked up from this record by Xcode). If your record has a Company Name entry, that will go into the copyright statement. If you don t have a Company Name in your Me record, the copyright statement will read Copyright __MyCompanyName__ 2009.

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can show that it is at least 3, as follows Represent each instance by a 3-bit string corresponding to the values of each of its three literals 11,12, and 13 Consider the following set of three instances:

i 743

The toolbar in the Project Workspace provides expected shortcuts to many common functions. The shortcuts available depend on the layout you choose (see Figure 2 6 for the standard options), but as usual with Apple software you can customize the toolbar to have exactly the features you want (right-click on the toolbar and choose Customize Toolbar...).

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This set of three instances can be shattered by H, because a hypothesis can be constructed for any desired dichotomy as follows: If the dichotomy is to exclude instancei, add the literal -li to the hypothesis For example, suppose we wish to include instance2, but exclude instance1 and instance3 Then we use the hypothesis -Il A -I3 This argument easily extends from three features to n Thus, the VC dimension for conjunctions of n boolean literals is at least n In fact, it is exactly n, though showing this is more difficult, because it requires demonstrating that no set of n 1 instances can be shattered

While Q learning and related reinforcement learning algorithms can be proven to converge under certain conditions, in practice systems that use Q learning often require many thousands of training iterations to converge For example, Tesauro's TD-GAMMON discussed earlier trained for 15 million backgammon games, each of which contained tens of state-action transitions

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Note the toolbar in the All-In-One layout in particular. I like this layout because it keeps everything within the range of a single click, and this is illustrated nicely with the Page button group on the left. This allows you to switch between coding and debugging page views when you are running your application. Another very useful button is the Breakpoints button. This allows you to turn all of your breakpoints on and off in one click. Note that the Build and Run button changes to Build and Debug when breakpoints are set; if you disable breakpoints, the appearance changes back to Build and Run. This is all probably best illustrated with a quick example. Let s add some code, put in a breakpoint, and run the application. If you are not in All-In-One layout, close your project (as I mentioned a while back, Xcode does not allow you to change layouts while a project is open), go to Xcode Preferences... or use the keyboard shortcut , (that s Command and a comma), find the General Preferences panel, and choose All-In-One from the popup named Layout:. Now open your project again and select the file My_First_ProjectAppDelegate.m (click on the filename in the Detail view). Listing 2 1 shows how the code looks in the Editor view.

The Q learning algorithm learns by iteratively reducing the discrepancy between Q value estimates for adjacent state:, In this sense, Q learning is a special case of a general class of temporal diflerence algorithms that learn by reducing discrepancies between estimates made by the agent at different times Whereas the training rule of Equation (1310) reduces the difference between the estimated Q values of a state and its immediate successor, we could just as well design an algorithm that reduces discrepancies between this state and more distant descendants or ancestors To explore this issue further, recall that our Q learning training rule calculates a training value for &(st,a,) in terms of the values for &(s,+l,at+l) where s,+l is the result of applying action a, to the state st Let Q(')(s,,a,) denote the training value calculated by this one-step lookahead

One alternative way to compute a training value for Q(s,, a,) is to base it on the observed rewards for two steps

Listing 2 1. My_First_ProjectAppDelegate.m // // // // // // My_First_ProjectAppDelegate.m My First Project Created by Ian Piper on 23/08/2009 Copyright 2009 Tellura Information Services. All rights reserved.

st, a,) = rt + yr,+l + y 2 max Q ( s ~ + ~ , a)

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Q ( ~ ) ( s , ,= rt) ~,

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