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We can specify many learning problems in this fashion, such as learning to recognize handwritten words, or learning to drive a robotic automobile autonomously

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I have a responsive . net website open using a tablet,i want use tablet camera as scanner ,after scan then insert data into database. For the scan ...

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tional TVs and hiding helper lines in the black bars so that a widescreen PALplus TV can display the full picture with extended vertical resolution Other ways of giving television a face-lift include improved-definition televisions (IDTV) that double the picture display rate or use digital signal processing to remove noise and to improve picture clarity None of these measures are more than stopgaps while we wait for the old workhorse to be replaced by high-definition television (HDTV) HDTV was first demonstrated in the United States in 1981, and the process of revamping the boob tube reached critical mass in 1987 when 58 broadcasting organizations and companies filed a petition with the FCC to explore advanced television technologies The Advanced Television Systems Committee (ATSC) was formed and began oozing toward consensus as 25 proposed systems were evaluated extensively and either combined or eliminated In Japan, a similar process was underway but was unfettered by red tape An HDTV system called HiVision, based on MUSE compression, was developed quickly and was put into use in 19919 Ironically, the quick deployment of the Japanese system was its downfall The MUSE system was based on the affordable analog transmission technology of its day, but soon the cost of digital technology plummeted as its capability skyrocketed Back on the other side of the Pacific, the lethargic US HDTV standardsmaking process was still in motion while video technology graduated from analog to digital In 1993, the ATSC recommended that the new television system be digital The Japanese government and the Japanese consumer electronics companies which would be making most of the high-definition television sets for use in the United States decided to wait for the American digital television standard and adopt it for use in Japan as well A happy by-product of HiVision is that the technology-loving early Japanese adopters served as guinea pigs, supporting the development of highresolution widescreen technology and paving the way for HDTV elsewhere A European HDTV system, HD-MAC, was even more short-lived; it was demonstrated at the Albertville Olympics but was abandoned shortly thereafter In 1992, the ATSC outlined a set of proposed industry actions for documenting a standard In 1993, the three groups that had developed the four final digital systems AT&T and Zenith; General Instrument and MIT; and.

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a registered device (see Figure 5-3)

The HiVision system uses 1125 video scan lines In the charmingly quirky style of Japanese marketing, HiVision was introduced on November 25 so that the date (11/25) corresponded with the number of scan lines

A handwriting recognition learning problem:

(continued)

Figure 5-5

Task T: recognizing and classifying handwritten words within images Performance measure P : percent of words correctly classified

on the page s right, and add the OnMyPhone application (Figure 5-5)

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Artificial intelligence Learning symbolic representations of concepts Machine learning as a search problem Learning as an approach to improving problem solving Using prior knowledge together with training data to guide learning Bayesian methods Bayes' theorem as the basis for calculating probabilities of hypotheses The naive Bayes classifier Algorithms for estimating values of unobserved variables Computational complexity theory Theoretical bounds on the inherent complexity of different learning tasks, measured in terms of the computational effort, number of training examples, number of mistakes, etc required in order to learn Control theory Procedures that learn to control processes in order to optimize predefined objectives and that learn to predict the next state of the process they are controlling Information theory Measures of entropy and information content Minimum description length approaches to learning Optimal codes and their relationship to optimal training sequences for encoding a hypothesis Philosophy Occam's razor, suggesting that the simplest hypothesis is the best Analysis of the justification for generalizing beyond observed data Psychology and neurobiology The power law of practice, which states that over a very broad range of learning problems, people's response time improves with practice according to a power law Neurobiological studies motivating artificial neural network models of learning Statistics Characterization of errors (eg, bias and variance) that occur when estimating the accuracy of a hypothesis based on a limited sample of data Confidence intervals, statistical tests

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