100% satisfaction guarantee Immediately available after payment Both online and in PDF No strings attached
logo-home
SOLUTIONS & INSTRUCTOR MANUAL Artificial Intelligence: A Modern Approach, 4th Edition by Peter Norvig and Stuart Russell, Chapters 1 – 28 $17.99   Add to cart

Exam (elaborations)

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

 5 views  0 purchase
  • Course
  • Artificial Intelligence: A Modern Approach, 4th Ed
  • Institution
  • Artificial Intelligence: A Modern Approach, 4th Ed

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

Preview 4 out of 745  pages

  • September 26, 2024
  • 745
  • 2024/2025
  • Exam (elaborations)
  • Questions & answers
  • 4th edition
  • chapters 1 28
  • Artificial Intelligence: A Modern Approach, 4th Ed
  • Artificial Intelligence: A Modern Approach, 4th Ed
avatar-seller
Futurenurses
SOLUTIONS & INSTRUCTOR MANUAL
Artificial Intelligence: A Modern Approach, 4th Edition
by Peter Norvig and Stuart Russell, Chapters 1 – 28

,Artificial Intelligence
h




1 Introduction ...
hhhh h h h




2 Intelligent Agents ...
hhhh h h h h




II Problem-solving
h




3 Solving Problems by Searching ...
hhhh h h h h h h




4 Search in Complex Environments ...
hhhh h h h h h h




5 Adversarial Search and Games ...
hhhh h h h h h h




6 Constraint Satisfaction Problems ...
hhhh h h h h h




III Knowledge, reasoning, and planning
h h h h




7 Logical Agents ...
hhhh h h h h




8 First-Order Logic ...
hhhh h h h h




9 Inference in First-Order Logic ...
hhhh h h h h h




10 Knowledge Representation ...
hhhh h h h h




11 Automated Planning ...
hhhh h h h h




IV Uncertain knowledge and reasoning
h h h h




12 Quantifying Uncertainty ...
hhhh h h h h




13 Probabilistic Reasoning ...
hhhh h h h h




14 Probabilistic Reasoning over Time ...
hhhh h h h h h h




15 Probabilistic Programming ...
hhhh h h h h




16 Making Simple Decisions ...
hhhh h h h h h




17 Making Complex Decisions ...
hhhh h h h h h




18 Multiagent Decision Making ...
hhhh h h h h h




V Machine Learning
h h

, 19 Learning from Examples ...
hhhh h h h h h




20 Learning Probabilistic Models ...
hhhh h h h h h




21 Deep Learning ...
hhhh h h h h




22 Reinforcement Learning ...
hhhh h h h h




VI Communicating, perceiving, and acting
h h h h




23 Natural Language Processing ...
hhhh h h h h h




24 Deep Learning for Natural Language Processing ...
hhhh h h h h h h h h




25 Computer Vision ...
hhhh h h h h




26 Robotics ...
hhhh h h h




VII Conclusions
h




27 Philosophy, Ethics, and Safety of AI ...
hhhh h h h h h h h h




28 The Future of AI
hhhh h h h h

, EXERCISES h h

1
INTRODUCTION
Notehthathforhmanyhofhthehquestionshinhthishchapter,hwehgivehreferenceshwherehanswershcanhbehf
oundhratherhthanhwritinghthemhout—thehfullhanswershwouldhbehfarhtoohlong.

1.1 What Is AI?
h h h




Exerciseh1.1.#DEFA
Definehinhyourhownhwords:h (a)hintelligence,h(b)hartificialhintelligence,h(c)hagent,h(d)hra-
htionality,h(e)hlogicalhreasoning.




a. Dictionaryhdefinitionshofhintelligencehtalkhabouth―thehcapacityhtohacquirehandhapplyhkn
owledge‖horh―thehfacultyhofhthoughthandhreason‖horh―thehabilityhtohcomprehendhandhpro
fithfromhexperience.‖h Theseharehallhreasonablehanswers,hbuthifhwehwanthsomethinghquan
tifiablehwehwouldhusehsomethinghlikeh―thehabilityhtohacthsuccessfullyhacrosshahwidehrang
ehofhobjectiveshinhcomplexhenvironments.‖
b. Wehdefinehartificialhintelligencehashthehstudyhandhconstructionhofhagenthprogramshthath
performhwellhinhahgivenhclasshofhenvironments,hforhahgivenhagentharchitecture;htheyhdoht
hehrighththing.h Anhimportanthparthofhthathishdealinghwithhthehuncertaintyhofhwhaththehcur
renthstatehis,hwhaththehoutcomehofhpossiblehactionshmighthbe,handhwhathishiththathwehreall
yhdesire.
c. Wehdefinehanhagenthashanhentityhthathtakeshactionhinhresponsehtohperceptshfromhanhenvi-
hronment.

d. Wehdefinehrationalityhashthehpropertyhofhahsystemhwhichhdoeshtheh―righththing‖hgivenh
whathithknows.h SeehSectionh2.2hforhahmorehcompletehdiscussion.h Thehbasichconcepthishp
erfecthrationality;hSectionh??hdescribeshthehimpossibilityhofhachievinghperfecthrational-
hityhandhproposeshanhalternativehdefinition.

e. Wehdefinehlogicalhreasoninghashthehahprocesshofhderivinghnewhsentenceshfromhold,hsuchh
thaththehnewhsentencesharehnecessarilyhtruehifhtheholdhonesharehtrue.h(Noticehthathdoeshnothr
eferhtohanyhspecifichsyntaxhorhformalhlanguage,hbuthithdoeshrequirehahwell-
definedhnotionhofhtruth.)


Exerciseh1.1.#TURI
ReadhTuring‘shoriginalhpaperhonhAIh(Turing,h1950).h Inhthehpaper,hhehdiscusseshseveralhobjec
tionshtohhishproposedhenterprisehandhhishtesthforhintelligence.hWhichhobjectionshstillhcarry


©h2023hPearsonhEducation,hHoboken,hNJ.hAllhrightshreserved
.

The benefits of buying summaries with Stuvia:

Guaranteed quality through customer reviews

Guaranteed quality through customer reviews

Stuvia customers have reviewed more than 700,000 summaries. This how you know that you are buying the best documents.

Quick and easy check-out

Quick and easy check-out

You can quickly pay through credit card or Stuvia-credit for the summaries. There is no membership needed.

Focus on what matters

Focus on what matters

Your fellow students write the study notes themselves, which is why the documents are always reliable and up-to-date. This ensures you quickly get to the core!

Frequently asked questions

What do I get when I buy this document?

You get a PDF, available immediately after your purchase. The purchased document is accessible anytime, anywhere and indefinitely through your profile.

Satisfaction guarantee: how does it work?

Our satisfaction guarantee ensures that you always find a study document that suits you well. You fill out a form, and our customer service team takes care of the rest.

Who am I buying these notes from?

Stuvia is a marketplace, so you are not buying this document from us, but from seller Futurenurses. Stuvia facilitates payment to the seller.

Will I be stuck with a subscription?

No, you only buy these notes for $17.99. You're not tied to anything after your purchase.

Can Stuvia be trusted?

4.6 stars on Google & Trustpilot (+1000 reviews)

83750 documents were sold in the last 30 days

Founded in 2010, the go-to place to buy study notes for 14 years now

Start selling
$17.99
  • (0)
  Add to cart