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Syllabus + Books
B.SC.IT: SEMESTER – V
[2018 – 2019]
ARTIFICIAL
INTELLIGENCE
MUMBAI UNIVERSITY
SYLLABUS (2018 – 2019)
ARTIFICIAL INTELLIGENCE
(SYLLABUS)
B.SC.IT
SEMESTER – V
Mumbai B.Sc.IT Study |Kamal Thakur i
– : SYLLABUS : –
UNIT
I
INTRODUCTION | INTELLIGENT AGENTS
 Introduction:
 What is Artificial Intelligence?
 Foundations of AI
 History
 The State Of Art AI Today
 Intelligent Agents:
 Agents And Environment
 Good Behavior
 Nature Of Environment
 The Structure Of Agents
UNIT
II
SOLVING PROBLEMS BY SEARCHING | BEYOND CLASSICAL SEARCH
 Solving Problems By Searching:
 Problem Solving Agents
 Examples Problems
 Searching For Solutions
 Uninformed Search
 Informed Search Strategies
 Heuristic Functions
 Beyond Classical Search:
 Local Search Algorithms
 Searching With Non-Deterministic Action
 Searching With Partial Observations
 Online Search Agents And Unknown Environments
UNIT
III
ADVERSARIAL SEARCH | LOGICAL AGENTS
 Adversarial Search:
 Games
 Optimal Decisions In Games
 Alpha-Beta Pruning
 Stochastic Games
 Partially Observable Games
 State-Of-The-Are Game Programs
 Logical Agents:
 Knowledge Base Agents
 The Wumpus World
 Logic
 Propositional Logic
 Propositional Theorem Proving
 Effective Propositional Model Checking
 Agents Based On Propositional Logic
Turn Over ☛
MUMBAI UNIVERSITY
SYLLABUS (2018 – 2019)
ARTIFICIAL INTELLIGENCE
(SYLLABUS)
B.SC.IT
SEMESTER – V
Mumbai B.Sc.IT Study |Kamal Thakur ii
UNIT
IV
FIRST ORDER LOGIC | INFERENCE IN FIRST ORDER LOGIC
 First Order Logic:
 Syntax And Semantics
 Using First Order Logic
 Knowledge Engineering In First Order Logic
 Inference In First Order Logic:
 Propositional vs. First Order
 Unification And Lifting
 Forward And Backward Chaining
 Resolution
UNIT
V
PLANNING | KNOWLEDGE REPRESENTATION
 Planning:
 Definition Of Classical Planning
 Algorithms For Planning As State Space Search
 Planning Graphs
 Other Classical Planning Approaches
 Analysis Of Planning Approaches
 Time
 Schedules And Resources
 Hierarchical Planning
 Planning And Acting In Nondeterministic Domains
 Multiagent Planning
 Knowledge Representation:
 Categories And Objects
 Events
 Mental Events And Objects
 Reasoning Systems For Categories
 Reasoning With Default Information
 Internet Shopping World
Turn Over ☛
MUMBAI UNIVERSITY
SYLLABUS (2018 – 2019)
ARTIFICIAL INTELLIGENCE
(SYLLABUS)
B.SC.IT
SEMESTER – V
Mumbai B.Sc.IT Study |Kamal Thakur iii
– : BOOKS : –
1. BOOK TITLE: ARTIFICIAL INTELLIGENCE & SOFT COMPUTING FOR BEGINNERS
AUTHOR'S: ANANDITA DAS BHATTACHARJEE
PUBLISHER: SHROFF
EDITION: 1ST
YEAR: 2014
PAPERBACK: 720 PAGES
DOWNLOAD/BUY: @BLOGGER | @AMAZON | @FLIPKART
2. BOOK TITLE: ARTIFICIAL INTELLIGENCE
AUTHOR'S: ELAINE RICH | KEVIN KNIGHT | SHIVASHANKAR NAIR
PUBLISHER: MCGRAW-HILL
EDITION: 3RD
YEAR: 01/JULY/2017
PAPERBACK: 588 PAGES
DOWNLOAD/BUY: @BLOGGER | @PDF | @TORRENT
3. BOOK TITLE: ARTIFICIAL INTELLIGENCE: A RATIONAL APPROACH
AUTHOR'S: RAHUL DEVA
PUBLISHER: SHROFF
EDITION: 1ST
YEAR: 2018
DOWNLOAD/BUY: @BLOGGER | @AMAZON | @FLIPKART
4. BOOK TITLE: A FIRST COURSE IN ARTIFICIAL INTELLIGENCE
AUTHOR'S: DEEPAK KHEMANI
PUBLISHER: MCGRAW-HILL
EDITION: 1ST
YEAR: 01/JULY/2017
PAPERBACK: 944 PAGES
DOWNLOAD/BUY: @BLOGGER | @AMAZON | @PINTEREST
5. BOOK TITLE: ARTIFICIAL INTELLIGENCE: A MODERN APPROACH
AUTHOR'S: STUART RUSSEL | PETER NORVIG
PUBLISHER: PEARSON
EDITION: 3RD
YEAR: 2015
PAPERBACK: 1164 PAGES
DOWNLOAD/BUY: @BLOGGER | @PDF | @TORRENT

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Artificial Intelligence – Syllabus (2018 - 2019) [Mumbai University]

  • 1. Syllabus + Books B.SC.IT: SEMESTER – V [2018 – 2019] ARTIFICIAL INTELLIGENCE
  • 2. MUMBAI UNIVERSITY SYLLABUS (2018 – 2019) ARTIFICIAL INTELLIGENCE (SYLLABUS) B.SC.IT SEMESTER – V Mumbai B.Sc.IT Study |Kamal Thakur i – : SYLLABUS : – UNIT I INTRODUCTION | INTELLIGENT AGENTS  Introduction:  What is Artificial Intelligence?  Foundations of AI  History  The State Of Art AI Today  Intelligent Agents:  Agents And Environment  Good Behavior  Nature Of Environment  The Structure Of Agents UNIT II SOLVING PROBLEMS BY SEARCHING | BEYOND CLASSICAL SEARCH  Solving Problems By Searching:  Problem Solving Agents  Examples Problems  Searching For Solutions  Uninformed Search  Informed Search Strategies  Heuristic Functions  Beyond Classical Search:  Local Search Algorithms  Searching With Non-Deterministic Action  Searching With Partial Observations  Online Search Agents And Unknown Environments UNIT III ADVERSARIAL SEARCH | LOGICAL AGENTS  Adversarial Search:  Games  Optimal Decisions In Games  Alpha-Beta Pruning  Stochastic Games  Partially Observable Games  State-Of-The-Are Game Programs  Logical Agents:  Knowledge Base Agents  The Wumpus World  Logic  Propositional Logic  Propositional Theorem Proving  Effective Propositional Model Checking  Agents Based On Propositional Logic Turn Over ☛
  • 3. MUMBAI UNIVERSITY SYLLABUS (2018 – 2019) ARTIFICIAL INTELLIGENCE (SYLLABUS) B.SC.IT SEMESTER – V Mumbai B.Sc.IT Study |Kamal Thakur ii UNIT IV FIRST ORDER LOGIC | INFERENCE IN FIRST ORDER LOGIC  First Order Logic:  Syntax And Semantics  Using First Order Logic  Knowledge Engineering In First Order Logic  Inference In First Order Logic:  Propositional vs. First Order  Unification And Lifting  Forward And Backward Chaining  Resolution UNIT V PLANNING | KNOWLEDGE REPRESENTATION  Planning:  Definition Of Classical Planning  Algorithms For Planning As State Space Search  Planning Graphs  Other Classical Planning Approaches  Analysis Of Planning Approaches  Time  Schedules And Resources  Hierarchical Planning  Planning And Acting In Nondeterministic Domains  Multiagent Planning  Knowledge Representation:  Categories And Objects  Events  Mental Events And Objects  Reasoning Systems For Categories  Reasoning With Default Information  Internet Shopping World Turn Over ☛
  • 4. MUMBAI UNIVERSITY SYLLABUS (2018 – 2019) ARTIFICIAL INTELLIGENCE (SYLLABUS) B.SC.IT SEMESTER – V Mumbai B.Sc.IT Study |Kamal Thakur iii – : BOOKS : – 1. BOOK TITLE: ARTIFICIAL INTELLIGENCE & SOFT COMPUTING FOR BEGINNERS AUTHOR'S: ANANDITA DAS BHATTACHARJEE PUBLISHER: SHROFF EDITION: 1ST YEAR: 2014 PAPERBACK: 720 PAGES DOWNLOAD/BUY: @BLOGGER | @AMAZON | @FLIPKART 2. BOOK TITLE: ARTIFICIAL INTELLIGENCE AUTHOR'S: ELAINE RICH | KEVIN KNIGHT | SHIVASHANKAR NAIR PUBLISHER: MCGRAW-HILL EDITION: 3RD YEAR: 01/JULY/2017 PAPERBACK: 588 PAGES DOWNLOAD/BUY: @BLOGGER | @PDF | @TORRENT 3. BOOK TITLE: ARTIFICIAL INTELLIGENCE: A RATIONAL APPROACH AUTHOR'S: RAHUL DEVA PUBLISHER: SHROFF EDITION: 1ST YEAR: 2018 DOWNLOAD/BUY: @BLOGGER | @AMAZON | @FLIPKART 4. BOOK TITLE: A FIRST COURSE IN ARTIFICIAL INTELLIGENCE AUTHOR'S: DEEPAK KHEMANI PUBLISHER: MCGRAW-HILL EDITION: 1ST YEAR: 01/JULY/2017 PAPERBACK: 944 PAGES DOWNLOAD/BUY: @BLOGGER | @AMAZON | @PINTEREST 5. BOOK TITLE: ARTIFICIAL INTELLIGENCE: A MODERN APPROACH AUTHOR'S: STUART RUSSEL | PETER NORVIG PUBLISHER: PEARSON EDITION: 3RD YEAR: 2015 PAPERBACK: 1164 PAGES DOWNLOAD/BUY: @BLOGGER | @PDF | @TORRENT