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Has his belief come true The answer to this question is left to the reader, in fear of running head first into another debate! However, the contents of this book may help to shed some light on the answer to this question A more recent definition of artificial intelligence came from the IEEE Neural Networks Council of 1996: the study of how to make computers do things at which people are doing better A definition that is flawed, but this is left to the reader to explore in one of the assignments at the end of this chapter This book concentrates on a sub-branch of AI, namely Computational Intelligence (CI) - the study of adaptive mechanisms to enable or facilitate intelligent behavior in complex and changing environments These mechanisms include those AI paradigms that exhibit an ability to learn or adapt to new situations, to generalize, abstract, discover and associate.

A 001

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Understanding the Aperture library and where your files live 7 Understanding referenced and managed files Understanding how images are organized within Aperture

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The following CI paradigms are covered: artificial neural networks, evolutionary computing, swarm intelligence and fuzzy systems While individual techniques from these CI paradigms have been applied successfully to solve real-world problems, the current trend is to develop hybrids of paradigms, since no one paradigm is superior to the others in all situations In doing so, we capitalize on the respective strengths of the components of the hybrid CI system, and eliminate weaknesses of individual components The rest of this book is organized as follows: Section 11 presents a short overview of the different CI paradigms, also discussing the biological motivation for each paradigm A short history of AI is presented in Section 12 Artificial neural networks are covered in Part II, evolutionary computing in Part III, swarm intelligence in Part IV and fuzzy systems in Part V.

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A short discussion on hybrid CI models is given in the conclusion of this book At this point it is necessary to state that there are different definitions of what constitutes CI This book reflects the opinion of the author, and may well cause some debate For example, Swarm Intelligence (SI) is classified as a CI paradigm, while most researchers are of the belief that it belongs only under Artificial Life However, both Particle Swarm Optimization (PSO) and Anto Colony Optimization (AGO), as treated under SI, satisfy the definition of CI given above, and are therefore.

The plaintext message CAT is encoded as 000 001 010. Suppose the key K = 110 100 001 is used for encryption. Then the ciphertext is given by C = 110 101 111 which corresponds to EGN. Now, suppose Trudy intercepts C and she guesses the putative key K = 010 110 010. Using K , Trudy computes the putative plaintext

Importing from a Memory Card, Camera, or Hard Drive 30 Touring the Import Panel Using the Different Views in the Import Panel 32 Choosing Import Settings Configuring a destination project for your images Using referenced or managed files Renaming files on import Fixing time zone settings on your images 42 An introduction to presets Setting up and applying a metadata preset on import Setting up and applying an adjustment preset on import Configuring what types of files to import 48 Working with RAW + JPEG pairs Running actions automatically after importing 51 Setting up an automatic backup on import Accessing Images from iPhoto Importing your iPhoto library Importing select images from iPhoto 51 52 52 54 49 42 43 46 35 35 38 40 Customizing the Interface Rearranging and grouping library items 60 Using Viewer modes Using the Viewer with multiple monitors 63 Using multiple Browsers Showing hot and cold areas of an image 64 Taking a Closer Look Zooming and scrolling in Viewer Using and customizing the Loupe Viewing in Full-Screen Mode Using Browser and Viewer in full-screen mode Working with the filmstrip and toolbar Working with heads-up displays Additional Viewer Options Using Primary Only Using Quick Preview Viewing the master image 65 65 67 69 70 71 73 74 74 75 76 64 61 60 30

c 69 K = 110 101 111 @ 010 110 010 = 100 011 101

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