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SOLUTIONS & INSTRUCTOR MANUAL for Artificial Intelligence: A Modern Approach, 4th Edition by Peter Norvig and Stuart Russell Updated A+$17.49
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SOLUTIONS & INSTRUCTOR MANUAL for Artificial Intelligence: A Modern Approach, 4th Edition by Peter Norvig and Stuart Russell Updated A+ 1 Introduction ... 1 2 Intelligent Agents ... 36 II Problem-solving 3 Solving Problems by Searching ... 63 4 Search in Complex Environments ... 110 5 Adversarial S...
SOLUTIONS & INSTRUCTOR MANUAL
Artificial Intelligence: A Modern Approach, 4th Edition
by Peter Norvig and Stuart Russell, Chapters 1 – 28
,Artificial Intelligence
w
wwww 1 Introduction ...
w w w
wwww 2 Intelligent Agents ...
w w w w
II Problem-solving
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wwww 3 Solving Problems by Searching ...
w w w w w w
wwww 4 Search in Complex Environments ...
w w w w w w
wwww 5 Adversarial Search and Games ...
w w w w w w
wwww 6 Constraint Satisfaction Problems ...
w w w w w
III Knowledge, reasoning, and planning
w w w w
wwww 7 Logical Agents ...
w w w w
wwww 8 First-Order Logic ...
w w w w
wwww 9 Inference in First-Order Logic ...
w w w w w
wwww 10 Knowledge Representation ...
w w w w
wwww 11 Automated Planning ...
w w w w
IV Uncertain knowledge and reasoning
w w w w
wwww 12 Quantifying Uncertainty ...
w w w w
wwww 13 Probabilistic Reasoning ...
w w w w
wwww 14 Probabilistic Reasoning over Time ...
w w w w w w
wwww 15 Probabilistic Programming ...
w w w w
wwww 16 Making Simple Decisions ...
w w w w w
wwww 17 Making Complex Decisions ...
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wwww 18 Multiagent Decision Making ...
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V Machine Learning
w w
,wwww 19 Learning from Examples ...
w w w w w
20 Learning Probabilistic Models ...
wwww w w w w w
21 Deep Learning ...
wwww w w w w
22 Reinforcement Learning ...
wwww w w w w
VI Communicating, perceiving, and acting
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23 Natural Language Processing ...
wwww w w w w w
24 Deep Learning for Natural Language Processing ...
wwww w w w w w w w w
25 Computer Vision ...
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26 Robotics ...
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VII Conclusions
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27 Philosophy, Ethics, and Safety of AI ...
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28 The Future of AI
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, EXERCISES w w
1
INTRODUCTION
Notewthatwforwmanywofwthewquestionswinwthiswchapter,wwewgivewreferenceswwherewanswerswc
anwbewfoundwratherwthanwwritingwthemwout—thewfullwanswerswwouldwbewfarwtoowlong.
a. Dictionarywdefinitionswofwintelligencewtalkwaboutw“thewcapacitywtowacquirewandwappl
ywknowledge”worw“thewfacultywofwthoughtwandwreason”worw“thewabilitywtowcomprehen
dwandwprofitwfromwexperience.”w Thesewarewallwreasonablewanswers,wbutwifwwewwantw
somethingwquantifiablewwewwouldwusewsomethingwlikew“thewabilitywtowactwsuccessfull
ywacrosswawwidewrangewofwobjectiveswinwcomplexwenvironments.”
b. Wewdefinewartificialwintelligencewaswthewstudywandwconstructionwofwagentwprograms
wthatwperformwwellwinwawgivenwclasswofwenvironments,wforwawgivenwagentwarchitectur
e;wtheywdowthewrightwthing.w Anwimportantwpartwofwthatwiswdealingwwithwthewuncertain
tywofwwhatwthewcurrentwstatewis,wwhatwthewoutcomewofwpossiblewactionswmightwbe,wan
dwwhatwiswitwthatwwewreallywdesire.
c. Wewdefinewanwagentwaswanwentitywthatwtakeswactionwinwresponsewtowperceptswfromwan
wenvi-wronment.
d. Wewdefinewrationalitywaswthewpropertywofwawsystemwwhichwdoeswthew“rightwthing”wg
ivenwwhatwitwknows.w SeewSectionw2.2wforwawmorewcompletewdiscussion.w Thewbasicwc
onceptwiswperfectwrationality;wSectionw??wdescribeswthewimpossibilitywofwachievingwpe
rfectwrational-witywandwproposeswanwalternativewdefinition.
e. Wewdefinewlogicalwreasoningwaswthewawprocesswofwderivingwnewwsentenceswfromwold,w
suchwthatwthewnewwsentenceswarewnecessarilywtruewifwthewoldwoneswarewtrue.w(Noticewth
atwdoeswnotwreferwtowanywspecificwsyntaxworwformalwlanguage,wbutwitwdoeswrequirewaww
ell-definedwnotionwofwtruth.)
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