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11 Give three computer applications for which machine learning approaches seem ap propriate and three for which they seem inappropriate Pick applications that are not already mentioned in this chapter, and include a one-sentence justification for each 12 Pick some learning task not mentioned in this chapter Describe it informally in a paragraph in English Now describe it by stating as precisely as possible the task, performance measure, and training experience Finally, propose a target function to be learned and a target representation Discuss the main tradeoffs you considered in formulating this learning task 13 Prove that the LMS weight update rule described in this chapter performs a gradient descent to minimize the squared error In particular, define the squared error E as in the text Now calculate the derivative of E with respect to the weight wi, assuming that (b) is a linear function as defined in the text Gradient descent is achieved by updating each weight in proportion to Therefore, you must show that the LMS training rule alters weights in this proportion for each training example it encounters 14 Consider alternative strategies for the Experiment Generator module of Figure 12 In particular, consider strategies in which the Experiment Generator suggests new board positions by Generating random legal board positions 0 Generating a position by picking a board state from the previous game, then applying one of the moves that was not executed A strategy of your own design Discuss tradeoffs among these strategies Which do you feel would work best if the number of training examples was held constant, given the performance measure of winning the most games at the world championships 15 Implement an algorithm similar to that discussed for the checkers problem, but use the simpler game of tic-tac-toe Represent the learned function V as a linear com-.

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sense, MPEG is still in its infancy, and much remains to be learned about efficient encoding DVD video quality steadily improves as encoding techniques and equipment get better The decoder chip in the player will not change it doesn t need to be changed but the improvements in the encoded data will provide a better result This can be likened to reading aloud from a book The letters of the alphabet are like data organized according to the syntax of language The person reading aloud from the book is similar to the decoder the reader knows every letter and is familiar with the rules of pronunciation The author is similar to the encoder the writer applies the rules of spelling and usage to encode thoughts as written language The better the author, the better the results A poorly written book will come out sounding bad no matter who reads it, but a wellwritten book will produce eloquent spoken language8 It should be recognized that random artifacts in video playback (aberrations that appear in different places or at different times when the same video is played over again) are not MPEG encoding artifacts They may indicate a faulty decoder, errors in the signal, or something else independent of the MPEG encode-decode process It is impossible for fully compliant, properly functioning MPEG decoders to produce visually different results from the same encoded data stream MPEG (and most other compression techniques) are asymmetric, meaning that the encoding process does not take the same amount of time as the decoding process It is more effective and efficient to use a complex and time-consuming encoding process because video generally is encoded only once before being decoded hundreds or millions of times High-quality MPEG encoding systems can cost hundreds of thousands dollars, but since most of the work is done during encoding, decoder chips cost less than $20, and decoding can even be done in software Some analyses indicate that a typical video signal contains over 95 percent redundant information By encoding the changes between frames, rather than reencoding each frame, MPEG achieves amazing compression ratios The difference from the original generally is imperceptible even when compressed by a factor of 10 to 15 DVD-Video data typically is compressed to approximately one-thirtieth of the original size (Table 31).

bination of board features of your choice To train your program, play it repeatedly against a second copy of the program that uses a fixed evaluation function you create by hand Plot the percent of games won by your system, versus the number of training games played

Q: A: