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   $18.49   Add to cart

Exam (elaborations)

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

 3 views  0 purchase
  • Course
  • INSTRUCTOR MANUA
  • Institution
  • INSTRUCTOR MANUA

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

Preview 4 out of 850  pages

  • October 18, 2024
  • 850
  • 2024/2025
  • Exam (elaborations)
  • Questions & answers
  • INSTRUCTOR MANUA
  • INSTRUCTOR MANUA
avatar-seller
TESTBANKPROFESSOR1
SOLUTIONS & INSTRUCTOR MANUAL
Artificial Intelligence: A Modern Approach, 4th Edition
by Peter Norvig and Stuart Russell, Chapters 1 – 28

,Artificial Intelligence
7



1 Introduction ...
7777 7 7 7



2 Intelligent Agents ...
7777 7 7 7 7




II Problem-solving
7



3 Solving Problems by Searching ...
7777 7 7 7 7 7 7



4 Search in Complex Environments ...
7777 7 7 7 7 7 7



5 Adversarial Search and Games ...
7777 7 7 7 7 7 7



6 Constraint Satisfaction Problems ...
7777 7 7 7 7 7



III Knowledge, reasoning, and planning
7 7 7 7



7 Logical Agents ...
7777 7 7 7 7



8 First-Order Logic ...
7777 7 7 7 7




9 Inference in First-Order Logic ...
7777 7 7 7 7 7



10 Knowledge Representation ...
7777 7 7 7 7



11 Automated Planning ...
7777 7 7 7 7



IV Uncertain knowledge and reasoning
7 7 7 7



12 Quantifying Uncertainty ...
7777 7 7 7 7



13 Probabilistic Reasoning ...
7777 7 7 7 7



14 Probabilistic Reasoning over Time ...
7777 7 7 7 7 7 7



15 Probabilistic Programming ...
7777 7 7 7 7




16 Making Simple Decisions ...
7777 7 7 7 7 7



17 Making Complex Decisions ...
7777 7 7 7 7 7



18 Multiagent Decision Making ...
7777 7 7 7 7 7



V Machine Learning
7 7

,7777 19 Learning from Examples ...
7 7 7 7 7



20 Learning Probabilistic Models ...
7777 7 7 7 7 7



21 Deep Learning ...
7777 7 7 7 7



22 Reinforcement Learning ...
7777 7 7 7 7




VI Communicating, perceiving, and acting
7 7 7 7



23 Natural Language Processing ...
7777 7 7 7 7 7



24 Deep Learning for Natural Language Processing ...
7777 7 7 7 7 7 7 7 7



25 Computer Vision ...
7777 7 7 7 7



26 Robotics ...
7777 7 7 7



VII Conclusions
7



27 Philosophy, Ethics, and Safety of AI ...
7777 7 7 7 7 7 7 7 7



28 The Future of AI
7777 7 7 7 7

, EXERCISES 7 7
1
INTRODUCTION
Note7that7for7many7of7the7questions7in7this7chapter,7we7give7references7where7answers7can7b
e7found7rather7than7writing7them7out—the7full7answers7would7be7far7too7long.

1.1 What Is AI?
7 7 7




Exercise71.1.#DEFA
Define7in7your7own7words:7 (a)7intelligence,7(b)7artificial7intelligence,7(c)7agent,7(d)7ra-
7tionality,7(e)7logical7reasoning.




a. Dictionary7definitions7of7intelligence7talk7about7“the7capacity7to7acquire7and7apply7k
nowledge”7or7“the7faculty7of7thought7and7reason”7or7“the7ability7to7comprehend7and7
profit7from7experience.”7 These7are7all7reasonable7answers,7but7if7we7want7something7
quantifiable7we7would7use7something7like7“the7ability7to7act7successfully7across7a7wid
e7range7of7objectives7in7complex7environments.”
b. We7define7artificial7intelligence7as7the7study7and7construction7of7agent7programs7tha
t7perform7well7in7a7given7class7of7environments,7for7a7given7agent7architecture;7they7d
o7the7right7thing.7 An7important7part7of7that7is7dealing7with7the7uncertainty7of7what7th
e7current7state7is,7what7the7outcome7of7possible7actions7might7be,7and7what7is7it7that7
we7really7desire.
c. We7define7an7agent7as7an7entity7that7takes7action7in7response7to7percepts7from7an7envi
-7ronment.
d. We7define7rationality7as7the7property7of7a7system7which7does7the7“right7thing”7given
7what7it7knows.7 See7Section72.27for7a7more7complete7discussion.7 The7basic7concept7i

s7perfect7rationality;7Section7??7describes7the7impossibility7of7achieving7perfect7ration
al-7ity7and7proposes7an7alternative7definition.
e. We7define7logical7reasoning7as7the7a7process7of7deriving7new7sentences7from7old,7suc
h7that7the7new7sentences7are7necessarily7true7if7the7old7ones7are7true.7(Notice7that7does7
not7refer7to7any7specific7syntax7or7formal7language,7but7it7does7require7a7well-
defined7notion7of7truth.)


Exercise71.1.#TURI
Read7Turing’s7original7paper7on7AI7(Turing,71950).7 In7the7paper,7he7discusses7several7obj
ections7to7his7proposed7enterprise7and7his7test7for7intelligence.7Which7objections7still7carry


©720237Pearson7Education,7Hoboken,7NJ.7All7rights7reserve
d.

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 TESTBANKPROFESSOR1. Stuvia facilitates payment to the seller.

Will I be stuck with a subscription?

No, you only buy these notes for $18.49. You're not tied to anything after your purchase.

Can Stuvia be trusted?

4.6 stars on Google & Trustpilot (+1000 reviews)

75632 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
$18.49
  • (0)
  Add to cart