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SOLUTIONS & INSTRUCTOR MANUAL Artificial Intelligence: A Modern Approach, 4th Edition by Peter Norvig and Stuart Russell, Chapters 1 – 28  

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SOLUTIONS & INSTRUCTOR MANUAL Artificial Intelligence: A Modern Approach, 4th Edition by Peter Norvig and Stuart Russell, Chapters 1 – 28  

Institution
INSTRUCTOR MANUAL Artificial
Course
INSTRUCTOR MANUAL Artificial











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SOLUTIONS & INSTRUCTOR MANUAL
Artificial Intelligence: A Modern Approach, 4th Edition
by Peter Norvig and Stuart Russell, Chapters 1 – 28

,Artificial Intelligence lv



lvlvlvlv 1 Introduction ...
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lvlvlvlv 2 Intelligent Agents ...
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II Problem-solving
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lvlvlvlv 3 Solving Problems by Searching ...
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lvlvlvlv 4 Search in Complex Environments ...
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lvlvlvlv 5 Adversarial Search and Games ...
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lvlvlvlv 6 Constraint Satisfaction Problems ...
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III Knowledge, reasoning, and planning
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lvlvlvlv 7 Logical Agents ...
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lvlvlvlv 8 First-Order Logic ...
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lvlvlvlv 9 Inference in First-Order Logic ...
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lvlvlvlv 10 Knowledge Representation ...
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lvlvlvlv 11 Automated Planning ...
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IV Uncertain knowledge and reasoning
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lvlvlvlv 12 Quantifying Uncertainty ...
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lvlvlvlv 13 Probabilistic Reasoning ...
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lvlvlvlv 14 Probabilistic Reasoning over Time ...
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lvlvlvlv 15 Probabilistic Programming ...
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lvlvlvlv 16 Making Simple Decisions ...
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lvlvlvlv 17 Making Complex Decisions ...
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lvlvlvlv 18 Multiagent Decision Making ...
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V Machine Learning
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, 19 Learning from Examples ...
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20 Learning Probabilistic Models ...
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21 Deep Learning ...
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22 Reinforcement Learning ...
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VI Communicating, perceiving, and acting
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23 Natural Language Processing ...
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24 Deep Learning for Natural Language Processing ...
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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 l v lv
1
INTRODUCTION
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1.1 What Is AI?
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Exerciselv1.1.#DEFA
Definelvinlvyourlvownlvwords:l v (a)lvintelligence,lv(b)lvartificiallvintelligence,lv(c)lvagent,lv(d)lvr
a-lvtionality,lv(e)lvlogicallvreasoning.


a. Dictionarylvdefinitionslvoflvintelligencelvtalklvaboutlv“thelvcapacitylvtolvacquirelvandlvapp
lylvknowledge”lvorlv“thelvfacultylvoflvthoughtlvandlvreason”lvorlv“thelvabilitylvtolvcompreh
endlvandlvprofitlvfromlvexperience.”l v Theselvarelvalllvreasonablelvanswers,lvbutlviflvwelvw
antlvsomethinglvquantifiablelvwelvwouldlvuselvsomethinglvlikelv“thelvabilitylvtolvactlvsucces
sfullylvacrosslvalvwidelvrangelvoflvobjectiveslvinlvcomplexlvenvironments.”
b. Welvdefinelvartificiallvintelligencelvaslvthelvstudylvandlvconstructionlvoflvagentlvprograms
lvthat lvperformlvwelllvinlvalvgivenlvclasslvoflvenvironments, lvforlvalvgivenlvagent lvarchitectu

re;lvtheylvdolvthelvrightlvthing.l v Anlvimportantlvpartlvoflvthatlvislvdealinglvwithlvthelvuncerta
intylvoflvwhatlvthelvcurrentlvstatelvis,lvwhatlvthelvoutcomelvoflvpossiblelvactionslvmightlvbe,l
vandlvwhat lvislvitlvthat lvwelvreallylvdesire.

c. Welvdefinelvanlvagentlvaslvanlventitylvthatlvtakeslvactionlvinlvresponselvtolvperceptslvfromlvanl
venvi-lvronment.

d. Welvdefinelvrationalitylvaslvthelvpropertylvoflvalvsystemlvwhichlvdoeslvthelv“rightlvthing”lv
givenlvwhatlvitlvknows.l v SeelvSectionlv2.2lvforlvalvmorelvcompletelvdiscussion.l v Thelvbasi
clvconceptlvislvperfectlvrationality;lvSectionlv??lvdescribeslvthelvimpossibilitylvoflvachievingl
vperfectlvrational-lvitylvandlvproposeslvanlvalternativelvdefinition.

e. Welvdefinelvlogicallvreasoninglvaslvthelvalvprocesslvoflvderivinglvnewlvsentenceslvfromlvold,lv
suchlvthatlvthelvnewlvsentenceslvarelvnecessarilylvtruelviflvthelvoldlvoneslvarelvtrue.lv(Noticelvth
atlvdoeslvnotlvreferlvtolvanylvspecificlvsyntaxlvorlvformallvlanguage,lvbutlvitlvdoeslvrequirelvalvwel
l-definedlvnotionlvoflvtruth.)


Exerciselv1.1.#TURI
ReadlvTuring’slvoriginallvpaperlvonlvAIlv(Turing,lv1950).l v Inlvthelvpaper,lvhelvdiscusseslvsevera
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©lv2023lvPearsonlvEducation,lvHoboken,lvNJ.lvAlllvrightslvreser
ved.

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