Download JNTU Kakinada (Jawaharlal Nehru Technological University, Kakinada) M.Tech (Master of Technology) R16 CSE Course Structure And Detailed Syllabus R16
ACADEMIC REGULATIONS &
COURSE STRUCTURE
For
COMPUTER SCIENCE & ENGINEERING
(Applicable for batches admitted from 2016-2017)
JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY: KAKINADA
KAKINADA - 533 003, Andhra Pradesh, India
I Semester
S.No.
SUBJECT
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1
ADVANCED DATA STRUCTURES AND ALGORITHM ANALYSIS
4
--
3
2
MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE
4
--
3
3
COMPUTER ORGANIZATION AND ARCHITECTURE
4
--
3
4
DATABASE MANAGEMENT SYSTEMS
4
--
3
5
ADVANCED OPERATING SYSTEMS
4
--
3
6
DATA WAREHOUSING AND DATA MINING
4
--
3
7
CSE LAB 1
--
3
2
Total Credits
20
II Semester
S.No.
SUBJECT
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1
CYBER SECURITY
4
--
3
2
COMPUTER NETWORKS
4
--
3
3
BIG DATA ANALYTICS
4
--
3
4
ADVANCED UNIX PROGRAMMING
4
--
3
Elective ? 1
1. SOFTWARE ENGINEERING
5
2. ARTIFICIAL INTELLIGENCE
4
--
3
3. COMPILER DESIGN
4. MACHINE LEARNING
Elective ? 2
1. IMAGE PROCESSING
6
2. PARALLEL ALGORITHMS
4
--
3
3. CLOUD COMPUTING
4. MOBILE COMPUTING
7
CSE LAB 2
--
3
2
Total Credits
20
III Semester
S. No.
Subject
L
P
Credits
1
Comprehensive Viva-Voce
--
--
2
2
Seminar ? I
--
--
2
3
Project Work Part - I
--
--
16
Total Credits
20
IV Semester
S. No.
Subject
L
P
Credits
1
Seminar ? II
--
--
2
2
Project Work Part - II
--
--
18
Total Credits
20
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I Year ? I SEMESTER
4
0
3
ADVANCED DATA STRUCTURES AND ALGORITHM ANAYLSIS
UNIT- I:
Introduction to Data Structures, Singly Linked Lists, Doubly Linked Lists, Circular Lists-Algorithms.
Stacks and Queues: Algorithm Implementation using Linked Lists.
UNIT-II:
Searching-Linear and Binary Search Methods. Sorting-Bubble Sort, Selection Sort, Insertion Sort, Quick
Sort, Merge Sort. Trees- Binary trees, Properties, Representation and Traversals (DFT, BFT),
Expression Trees(Infix,prefix,postfix).Graphs-Basic Concepts , Storage Structures and Traversals.
UNIT- III:
Dictionaries, ADT, The List ADT, Stack ADT, Queue ADT, Hash Table Representation, Hash
Functions, Collision Resolution-Separate Chaining, Open Addressing-Linear Probing, Double Hashing.
UNIT- IV:
Priority queues- Definition, ADT, Realising a Priority Queue Using Heaps, Definition, Insertion,
Deletion .Search Trees- Binary Search Trees, Definition, ADT, Implementation, Operations-Searching,
Insertion, Deletion.
UNIT ?V:
Search Trees- AVL Trees, Definition, Height of AVL Tree, Operations, Insertion, Deletion and
Searching. Search Trees- Introduction to Red-Black and Splay Trees, B-Trees, Height of B-Tree,
Insertion, Deletion and Searching, Comparison of Search Trees.
TEXT BOOKS:
1. Data Structures: A Pseudocode Approach, 2/e, Richard F.Gilberg, Behrouz A. Forouzon, Cengage.
2. Data Structures, Algorithms and Applications in java, 2/e, Sartaj Sahni, University Press.
REFERENCES BOOKS:
1. Data Structures And Algorithm Analysis, 2/e, Mark Allen Weiss, Pearson.
2. Data Structures And Algorithms, 3/e, Adam Drozdek, Cengage.
3. C and Data Structures: A Snap Shot Oriented Treatise Using Live Engineering Examples,
N.B.Venkateswarulu, E.V.Prasad, S Chand & Co,2009.
I Year ? I SEMESTER
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3
MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE
UNIT- I:
Mathematical Logic: Statements and notations, Connectives, Well formed formulas, Truth Tables,
tautology, equivalence implication, Normal forms, Theory of inference for the statement calculus, Rules
of inference, Consistency of premises and indirect method of proof, Automatic Theorem Proving
Predicate calculus: Predicates, statement functions, variables and quantifiers, predicate formulas, free &
bound variables, universe of discourse, inference theory of predicate calculus
UNIT- II :
Set theory & Relations: Introduction, Relations and ordering, Properties of binary Relations,
Equivalence, Compatibility Relations, Partial ordering, Hasse diagram. Functions: composition of
functions, Inverse Function, Recursive Functions, Lattice and its Properties, Pigeon hole Principles and
its application. Algebraic structures: Algebraic systems, Examples and general properties, Semi groups
and Monoids, groups, sub groups, Definitions, Examples, homomorphism, Isomorphism and related
problems.
UNIT- III:
Elementary Combinatorics: Basis of counting, Enumeration of Combinations & Permutations,
Enumerating of Combinations & Permutations with repetitions and constrained repetitions,
Binomial Coefficients, Binomial Multinomial theorems, principles of Inclusion ? Exclusion.
UNIT- IV:
Recurrence Relations: Generating Function of Sequences, Calculating Coefficient of generating
functions, Recurrence relations, Solving recurrence relation by substitution and Generating
functions, The method of Characteristic roots, Solution of Inhomogeneous Recurrence Relation.
UNIT- V:
Graph Theory: Representation of Graph, Spanning Trees, BFS, DFS, Kruskals Algorithm, Binary trees,
Planar Graphs, Graph Theory and Applications, Basic Concepts, Isomorphism and Sub graphs, Multi
graphs and Euler circuits, Hamiltonian graphs, Chromatic Numbers
TEXT BOOKS:
1. Discrete Mathematical Structures with Applications to computer science J.P Tremblery,
R.Manohar, TMH
2. Discrete Mathematical for computer Scientists & Mathematicians " J.L. Molt, A.Kandel
T.P.Baker, PHI
REFERENCE TEXTBOOKS:
1. Elements of Discrete Mathematics, C L Liu, D P Mohanpatra, TMH
2. Discrete Mathematics, Schaum's Outlines, Lipschutz, Lipson TMH.
3. Discrete Mathematical Structures, Kolman, Busby, Ross, 6th ed., PHI, 2009
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I Year ? I SEMESTER
4
0
3
COMPUTER ORGANIZATION AND ARCHITECTURE
UNIT- I:
Number Systems And Computer Arithmetic Signed And Unsigned Numbers, Addition and Subtraction,
Multiplication, Division, Floating Point Representation Logical Operation, Gray Code, BCD Code,
Error Detecting Codes. Boolean Algebra, Simplification of Boolean Expressions- Maps.
UNIT- II:
Combinational and Sequential Circuits Decoders, Encoders, Multiplexers, Half and Full Adders, Shift
Registers, Flip-Flops, Binary Counters, Memory Unit.
UNIT- III:
Memory Organisation Memory Hierarchy, Main Memory, Auxiliary Memory, Associative Memory,
Cache Memory, Virtual Memory Concept.
UNIT- IV:
ALU Design Addition and Subtraction, Sign and Unsigned Numbers, Multiplication and Division
Algorithms, BCD Adders.
UNIT- V :
Input ?Output Organisation Peripheral Devices, Input-Output Interface, Asynchronous data transfer,
Modes of Transfer, Priority Interrupts, DMA, Input Output Processor, Serial Communication.
TEXT BOOKS:
1. Computer System Architecture, 3/e, Moris Mano, Pearson/PHI.
2. Micro Processor and Interfacing, 2/e, Douglas V.Hall, TMH.
REFERENCE BOOKS:
1. Digital Logic and Computer Organisation, Rajaraman, Radha Krishnan, PHI.
2. Micro Computer Systems: 8086/8088 family, 2/e, Liu, Gibson, PHI.
3. Computer Organisation and Architecture, 7/e, Stallings, Pearson.
I Year ? I SEMESTER
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3
DATABASE MANAGEMENT SYSTEMS
UNIT- I:
Database System Applications, Purpose of Database Systems, View of Data ? Data Abstraction,
Instances and Schemas, Data Models ? the ER Model, Relational Model, Other Models ? Database
Languages ? DDL, DML, Database Access from Applications Programs, Transaction Management,
Data Storage and Querying, Database Architecture, Database Users and Administrators, History of
Database Systems. Introduction to Database design, ER diagrams, Beyond ER Design, Entities,
Attributes and Entity sets, Relationships and Relationship sets, Additional features of ER Model,
Conceptual Design with the ER Model, Conceptual Design for Large enterprises. Relational Model:
Introduction to the Relational Model ? Integrity Constraints Over Relations, Enforcing Integrity
constraints, Querying relational data, Logical data base Design, Introduction to Views ? Destroying
/altering Tables and Views.
UNIT- II :
Relational Algebra and Calculus: Relational Algebra ? Selection and Projection, Set operations,
Renaming, Joins, Division, Examples of Algebra Queries, Relational calculus ? Tuple relational
Calculus ? Domain relational calculus ? Expressive Power of Algebra and calculus. Form of Basic SQL
Query ? Examples of Basic SQL Queries, Introduction to Nested Queries, Correlated Nested Queries,
Set ? Comparison Operators, Aggregate Operators, NULL values ? Comparison using Null values ?
Logical connectives ? AND, OR and NOT ? Impact on SQL Constructs, Outer Joins, Disallowing
NULL values, Complex Integrity Constraints in SQL Triggers and Active Data bases.
UNIT- III :
Introduction to Schema Refinement ? Problems Caused by redundancy, Decompositions ? Problem
related to decomposition, Functional
Dependencies - Reasoning about FDS, Normal Forms ? FIRST, SECOND, THIRD Normal forms ?
BCNF ?Properties of Decompositions- Loss less- join Decomposition, Dependency preserving
Decomposition, Schema Refinement in Data base Design ? Multi valued Dependencies ? FOURTH
Normal Form, Join Dependencies, FIFTH Normal form, Inclusion Dependencies.
UNIT- IV:
Overview of Transaction Management: The ACID Properties, Transactions and Schedules, Concurrent
Execution of Transactions ? Lock Based Concurrency Control, Deadlocks ? Performance of Locking ?
Transaction Support in SQL. Concurrency Control: Serializability, and recoverability ? Introduction to
Lock Management ? Lock Conversions, Dealing with Dead Locks, Specialized Locking Techniques ?
Concurrency Control without Locking. Crash recovery: Introduction to Crash recovery, Introduction to
ARIES, the Log , Other Recovery related Structures, the Write-Ahead Log Protocol, Check pointing,
recovering from a System Crash, Media recovery
UNIT-V:
Overview of Storage and Indexing: Data on External Storage, File Organization and Indexing ?
Clustered Indexes, Primary and Secondary Indexes, Index data Structures ? Hash Based Indexing, Tree
based Indexing, Comparison of File Organizations. Storing data: Disks and Files: -The Memory
Hierarchy ? Redundant Arrays of Independent Disks. Tree Structured Indexing: Intuitions for tree
Indexes, Indexed Sequential Access Methods (ISAM) B+ Trees: A Dynamic Index Structure, Search,
Insert, Delete. Hash Based Indexing: Static Hashing, Extendable hashing, Linear Hashing, Extendble
vs.Linear Hashing.
TEXT BOOKS:
1. Database Management Systems, Raghu Ramakrishna, Johannes Gehrke, TMH, 3rd Edition,
2003.
2. Database System Concepts, A.Silberschatz, H.F. Korth, S. Sudarshan, McGraw hill, VI
edition, 2006.
3. Fundamentals of Database Systems 5th edition. Ramez Elmasri, Shamkant B.Navathe,
Pearson Education, 2008.
REFERENCE BOOKS:
1. Database Management System Oracle SQL and PL/SQL,P.K.Das Gupta, PHI.
2. Database System Concepts, Peter Rob & Carlos Coronel, Cengage Learning, 2008.
3. Database Systems, A Practical approach to Design Implementation and Management Fourth
edition, Thomas Connolly, Carolyn Begg, Pearson education.
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I Year ? I SEMESTER
4
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3
ADVANCED OPERATING SYSTEMS
UNIT - I:
Architectures of Distributed Systems - System Architecture types - issues in distributed operating
systems - communication networks - communication primitives. Theoretical Foundations - inherent
limitations of a distributed system - lamp ports logical clocks - vector clocks - casual ordering of
messages - global state - cuts of a distributed computation - termination detection. Distributed Mutual
Exclusion - introduction - the classification of mutual exclusion and associated algorithms - a
comparative performance analysis.
UNIT - II:
Distributed Deadlock Detection -Introduction - deadlock handling strategies in distributed systems -
issues in deadlock detection and resolution - control organizations for distributed deadlock detection -
centralized and distributed deadlock detection algorithms -hierarchical deadlock detection algorithms.
Agreement protocols - introduction-the system model, a classification of agreement problems, solutions
to the Byzantine agreement problem, applications of agreement algorithms. Distributed resource
management: introduction-architecture - mechanism for building distributed file systems - design issues
- log structured file systems.
UNIT - III:
Distributed shared memory-Architecture- algorithms for implementing DSM - memory coherence and
protocols - design issues. Distributed Scheduling - introduction - issues in load distributing -
components of a load distributing algorithm - stability - load distributing algorithm - performance
comparison - selecting a suitable load sharing algorithm - requirements for load distributing -task
migration and associated issues. Failure Recovery and Fault tolerance: introduction- basic concepts -
classification of failures - backward and forward error recovery, backward error recovery- recovery in
concurrent systems - consistent set of check points - synchronous and asynchronous check pointing and
recovery - check pointing for distributed database systems- recovery in replicated distributed databases.
UNIT - IV:
Protection and security -preliminaries, the access matrix model and its implementations.-safety in matrix
model- advanced models of protection. Data security - cryptography: Model of cryptography,
conventional cryptography- modern cryptography, private key cryptography, data encryption standard-
public key cryptography - multiple encryption - authentication in distributed systems.
UNIT - V:
Multiprocessor operating systems - basic multiprocessor system architectures - inter connection
networks for multiprocessor systems - caching - hypercube architecture. Multiprocessor Operating
System - structures of multiprocessor operating system, operating system design issues- threads- process
synchronization and scheduling. Database Operating systems :Introduction- requirements of a database
operating system Concurrency control : theoretical aspects - introduction, database systems - a
concurrency control model of database systems- the problem of concurrency control - serializability
theory- distributed database systems, concurrency control algorithms - introduction, basic
synchronization primitives, lock based algorithms-timestamp based algorithms, optimistic algorithms -
concurrency control algorithms, data replication.
TEXT BOOKS:
1. Mukesh Singhal, Niranjan G.Shivaratri, "Advanced concepts in operating systems: Distributed,
Database and multiprocessor operating systems", TMH, 2001
REFERENCE Books:
1. Andrew S.Tanenbaum, "Modern operating system", PHI, 2003
2. Pradeep K.Sinha, "Distributed operating system-Concepts and design", PHI, 2003.
3. Andrew S.Tanenbaum, "Distributed operating system", Pearson education, 2003
I Year ? I SEMESTER
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3
DATA WAREHOUSING AND DATA MINING
UNIT 1: DATA WAREHOUSING:
Data warehousing Components ?Building a Data warehouse ?- Mapping the Data Warehouse to
a Multiprocessor Architecture ? DBMS Schemas for Decision Support ? Data Extraction, Cleanup,
and Transformation Tools ?Metadata.
UNIT II: BUSINESS ANALYSIS:
Reporting and Query tools and Applications ? Tool Categories ? The Need for Applications ?
Cognos Impromptu ? Online Analytical Processing (OLAP) ? Need ? Multidimensional Data Model ?
OLAP Guidelines ? Multidimensional versus Multirelational OLAP ? Categories of Tools ? OLAP
Tools and the Internet.
UNIT III: DATA MINING:
Introduction ? Data ? Types of Data ? Data Mining Functionalities ? Interestingness of Patterns ?
Classification of Data Mining Systems ? Data Mining Task Primitives ? Integration of a Data
Mining System with a Data Warehouse ? Issues ?Data Preprocessing.
UNIT IV :ASSOCIATION RULE MINING AND CLASSIFICATION:
Mining Frequent Patterns, Associations and Correlations ? Mining Methods ? Mining various Kinds
of Association Rules ? Correlation Analysis ? Constraint Based Association Mining ? Classification
and Prediction ? Basic Concepts ? Decision Tree Induction ? Bayesian Classification ? Rule Based
Classification ? Classification by Back propagation ? Support Vector Machines ?
Associative Classification ? Lazy Learners ? Other Classification Methods ? Prediction.
UNIT V : CLUSTERING AND TRENDS IN DATA MINING:
Cluster Analysis ? Types of Data ? Categorization of Major Clustering Methods ? K-means?
Partitioning Methods ? Hierarchical Methods ? Density-Based Methods ?Grid Based Methods ?
Model-Based Clustering Methods ? Clustering High Dimensional Data ? Constraint ? Based Cluster
Analysis ? Outlier Analysis ? Data Mining Applications.
TEXT BOOKS:
1. Alex Berson and Stephen J.Smith, "Data Warehousing, Data Mining and OLAP", Tata
McGraw ? Hill Edition, Thirteenth Reprint 2008.
2. Jiawei Han and Micheline Kamber, "Data Mining Concepts and Techniques", Third
Edition, Elsevier, 2012.
AULibrary.com
REFERENCES:
1. Pang-Ning Tan, Michael Steinbach and Vipin Kumar, "Introduction to Data Mining", Person
Education, 2007.
2. K.P. Soman, Shyam Diwakar and V. Aja, "Insight into Data Mining Theory and Practice",
Eastern Economy Edition, Prentice Hall of India, 2006.
3. G. K. Gupta, "Introduction to Data Mining with Case Studies", Eastern Economy Edition,
Prentice Hall of India, 2006.
4. Daniel T. Larose, "Data Mining Methods and Models", Wiley-Interscience, 2006.
I Year ? I SEMESTER
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2
CS LAB 1
Data Structures Programs:
1. To implement Stacks& Queues using Arrays & Linked Lists
2. To implement Stack ADT, Queue ADT using arrays & Linked Lists
3. To implement Dequeue using Double Linked List & Arrays
4. To perform various Recursive & Non-recursive operations on Binary Search Tree
5. To implement BFS & DFS for a graph
6. To implement Merge & Heap sort of given elements
7. To perform various operations on AVL trees
8. To implement Krushkal's algorithm to generate a min-cost spanning tree
9. To implement Prim's algorithm to generate min-cost spanning tree
10.To implement functions of Dictionary using Hashing
Operating system programs:
1. Program to implement FCFS(First Come First Serve)scheduling Algorithms
2. Program to implement SJF(Shortest Job First)Scheduling Algorithm
3. Program to implement Priority Scheduling algorithm
4. Program to implement Round Robin Scheduling algorithm
5. Program to implement FIFO(First In First Out) Page Replacement Algorithm
6. Program to implement LRU(least Recently used)Page Replacement Algorithm
7. Program to implement LFU(Least Frequently used)Page Replacement Algorithm
8. Write a program to implement how Disk Scheduling is done in operating system
9. Draw the appropriate C.P.U performance graphs for SJF Scheduling Algorithm
Operating system programs:
10. Program to implement FCFS(First Come First Serve)scheduling Algorithms
11. Program to implement SJF(Shortest Job First)Scheduling Algorithm
12. Program to implement Priority Scheduling algorithm
13. Program to implement Round Robin Scheduling algorithm
14. Program to implement FIFO(First In First Out) Page Replacement Algorithm
15. Program to implement LRU(least Recently used)Page Replacement Algorithm
16. Program to implement LFU(Least Frequently used)Page Replacement Algorithm
17. Write a program to implement how Disk Scheduling is done in operating system
18. Draw the appropriate C.P.U performance graphs for SJF Scheduling Algorithm
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I Year ? 2nd SEMESTER
4
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3
CYBER SECURITY
UNIT I:
Introduction:
Security Attacks (Interruption, Interception, Modification and Fabrication), Security Services
(Confidentiality, Authentication, Integrity, Non-repudiation, access Control and Availability) and
Mechanisms, A model for Internetwork security, Internet Standards and RFCs, Buffer overflow &
format string vulnerabilities, TCP session hijacking, ARP attacks, route table modification, UDP
hijacking, and man-in-the-middle attacks.
UNIT II:
Conventional Encryption:
Conventional Encryption Principles, Conventional encryption algorithms, cipher block modes of
operation, location of encryption devices, key distribution Approaches of Message Authentication,
Secure Hash Functions and HMAC
UNIT III:
Number Theory: Prime and Relatively Prime Numbers, Modular Arithmetic, Fermat's and Euler's
Theorems, The Chinese Remainder theorem, Discrete logarithms
Public key: Public key cryptography principles, public key cryptography algorithms, digital
signatures, digital Certificates, Certificate Authority and key management Kerberos, X.509
Directory Authentication Service
UNIT IV:
IP Security: IP Security Overview, IP Security Architecture, Authentication Header,
Encapsulating Security Payload, Combining Security Associations and Key Management
Transport Level Security: Web Security Requirements, Secure Socket Layer (SSL) and
Transport Layer Security (TLS), Secure Electronic Transaction (SET)
Email Privacy: Pretty Good Privacy (PGP) and S/MIME.
UNIT V:
Intrusion Detection: Intruders, Intrusion Detection systems, Password Management.
Malicious Software: Viruses and related threats & Countermeasures.
Fire walls: Firewall Design principles, Trusted Systems.
TEXT BOOKS:
1. Network Security & Cryptography: Principles and Practices, William Stallings, PEA, Sixth
edition.
2. Hack Proofing your Network, Russell, Kaminsky, Forest Puppy, Wiley Dreamtech
REFERENCE BOOKS:
1. Network Security & Cryptography, Bernard Menezes, Cengage, 2010
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I Year ? 2nd SEMESTER
4
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3
COMPUTER NETWORKS
UNIT ? I:
Introduction: Network Topologies WAN, LAN, MAN. Reference models- The OSI Reference Model-
the TCP/IP Reference Model - A Comparison of the OSI and TCP/IP Reference Models
UNIT ? II:
Physical Layer ? Fourier Analysis ? Bandwidth Limited Signals ? The Maximum Data Rate of a
Channel - Guided Transmission Media, Digital Modulation and Multiplexing: Frequency Division
Multiplexing, Time Division Multiplexing, Code Division Multiplexing
Data Link Layer Design Issues, Error Detection and Correction, Elementary Data Link Protocols,
Sliding Window Protocols
UNIT ? III:
The Data Link Layer - Services Provided to the Network Layer ? Framing ? Error Control ? Flow
Control, Error Detection and Correction ? Error-Correcting Codes ? Error Detecting Codes, Elementary
Data Link Protocols- A Utopian Simplex Protocol-A Simplex Stop and Wait Protocol for an Error free
channel-A Simplex Stop and Wait Protocol for a Noisy Channel, Sliding Window Protocols-A One Bit
Sliding Window Protocol-A Protocol Using Go-Back-N- A Protocol Using Selective Repeat
UNIT ? IV:
The Medium Access Control Sublayer-The Channel Allocation Problem-Static Channel Allocation-
Assumptions for Dynamic Channel Allocation, Multiple Access Protocols-Aloha-Carrier Sense Multiple
Multiple Access Protocols-Collision-Free Protocols-Limited Contention Protocols-Wireless LAN
Protocols, Ethernet-Classic Ethernet Physical Layer-Classic Ethernet MAC Sublayer Protocol-Ethernet
Performance-Fast Ethernet Gigabit Ethernet-10-Gigabit Ethernet-Retrospective on Ethernet, Wireless
Lans-The 802.11 Architecture and Protocol Stack-The 802.11 Physical Layer-The802.11 MAC Sublayer
Protocol-The 805.11 Frame Structure-Services
UNIT ? V:
Design Issues-The Network Layer Design Issues ? Store and Forward Packet Switching-Services
Provided to the Transport layer- Implementation of Connectionless Service-Implementation of
Connection Oriented Service-Comparison of Virtual Circuit and Datagram Networks, Routing
Algorithms-The Optimality principle-Shortest path Algorithm, Congestion Control Algorithms-
Approaches to Congestion Control-Traffic Aware Routing-Admission Control-Traffic Throttling-Load
Shedding.
TEXT BOOKS:
1. Computer Networks, Tanenbaum and David J Wetherall, 5th Edition, Pearson Edu, 2010
2. Computer Networks: A Top Down Approach, Behrouz A. Forouzan, FirouzMosharraf, McGraw
Hill Education
REFERENCE BOOKS:
1. Larry L. Peterson and Bruce S. Davie, "Computer Networks - A Systems Approach" (5th ed),
Morgan Kaufmann/ Elsevier, 2011
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I Year ? 2nd SEMESTER
4
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3
BIG DATA ANALYTICS
UNIT-I
Data structures in Java: Linked List, Stacks, Queues, Sets, Maps; Generics: Generic classes and Type
parameters, Implementing Generic Types, Generic Methods, Wrapper Classes, Concept of Serialization
UNIT-II
Working with Big Data: Google File System, Hadoop Distributed File System (HDFS) ? Building
blocks of Hadoop (Namenode, Datanode, Secondary Namenode, Job Tracker, Task Tracker),
Introducing and Configuring Hadoop cluster (Local, Pseudo-distributed mode, Fully Distributed
mode), Configuring XML files.
UNIT-III
Writing MapReduce Programs: A Weather Dataset, Understanding Hadoop API for MapReduce
Framework (Old and New), Basic programs of Hadoop MapReduce: Driver code, Mapper code,
Reducer code, Record Reader, Combiner, Partitioner
UNIT-IV
Hadoop I/O: The Writable Interface, Writable Comparable and comparators, Writable Classes:
Writable wrappers for Java primitives, Text, Bytes Writable, Null Writable, Object Writable and
Generic Writable, Writable collections, Implementing a Custom Writable: Implementing a Raw
Comparator for speed, Custom comparators
UNIT-V
Pig: Hadoop Programming Made Easier
Admiring the Pig Architecture, Going with the Pig Latin Application Flow, Working through the ABCs
of Pig Latin, Evaluating Local and Distributed Modes of Running Pig Scripts, Checking out the Pig
Script Interfaces, Scripting with Pig Latin
Applying Structure to Hadoop Data with Hive:
Saying Hello to Hive, Seeing How the Hive is Put Together, Getting Started with Apache Hive,
Examining the Hive Clients, Working with Hive Data Types, Creating and Managing Databases and
Tables, Seeing How the Hive Data Manipulation Language Works, Querying and Analyzing Data
TEXT BOOKS:
1. Big Java 4th Edition, Cay Horstmann, Wiley John Wiley & Sons, INC
2. Hadoop: The Definitive Guide by Tom White, 3rd Edition, O'reilly
3. Hadoop in Action by Chuck Lam, MANNING Publ.
4. Hadoop for Dummies by Dirk deRoos, Paul C.Zikopoulos, Roman B.Melnyk,Bruce Brown,
Rafael Coss
REFERENCE BOOKS:
1. Hadoop in Practice by Alex Holmes, MANNING Publ.
2. Hadoop MapReduce Cookbook, Srinath Perera, Thilina Gunarathne
SOFTWARE LINKS:
1. Hadoop:http://hadoop.apache.org/
2. Hive: https://cwiki.apache.org/confluence/display/Hive/Home
3. Piglatin: http://pig.apache.org/docs/r0.7.0/tutorial.html
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I Year ? 2nd SEMESTER
4
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3
ADVANCED UNIX PROGRAMMING
UNIT-I
Introduction to unix-Brief History-What is Unix-Unix Components-Using Unix-Commands in Unix-
Some Basic Commands-Command Substitution-Giving Multiple Commands.
UNIT-II
The File system ?The Basics of Files-What's in a File-Directories and File Names-Permissions-I Nodes-
The Directory Hierarchy, File Attributes and Permissions-The File Command knowing the File Type-
The Chmod Command Changing File Permissions-The Chown Command Changing the Owner of a
File-The Chgrp Command Changing the Group of a File.
UNIT-III
Using the Shell-Command Line Structure-Met characters-Creating New Commands-Command
Arguments and Parameters-Program Output as Arguments-Shell Variables- -More on I/O Redirection-
Looping in Shell Programs.
UNIT-IV
Filters-The Grep Family-Other Filters-The Stream Editor Sed-The AWK Pattern Scanning and
processing Language-Good Files and Good Filters.
UNIT-V
Shell Programming-Shell Variables-The Export Command-The Profile File a Script Run During
Starting-The First Shell Script-The read Command-Positional parameters-The $? Variable knowing the
exit Status-More about the Set Command-The Exit Command-Branching Control Structures-Loop
Control Structures-The Continue and Break Statement-The Expr Command: Performing Integer
Arithmetic-Real Arithmetic in Shell Programs-The here Document(<<)-The Sleep Command-
Debugging Scripts-The Script Command-The Eval Command-The Exec Command. The Process-The
Meaning-Parent and Child Processes-Types of Processes-More about Foreground and Background
processes-Internal and External Commands-Process Creation-The Trap Command-The Stty Command-
The Kill Command-Job Control.
TEXT BOOKS:
1. The Unix programming Environment by Brain W. Kernighan & Rob Pike, Pearson.
2. Introduction to Unix Shell Programming by M.G.Venkateshmurthy, Pearson.
REFERENCE BOOKS:
1. Unix and shell programmingby B.M. Harwani, OXFORD university press.
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I Year ? 2nd SEMESTER
4
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3
SOFTWARE ENGINEERING
(Elective ? 1)
UNIT-I:
Software and Software Engineering: The Nature of Software, The Unique Nature of Web Apps,
Software Engineering, Software Process, Software Engineering Practice, Software Myths.
Process Models: A Generic Process Model, Process Assessment and Improvement, Prescriptive Process
Models, Specialized Process Models, The Unified Process, Personal and Team Process Models, Process
Terminology, Product and Process.
UNIT-II:
Requirements Analysis And Specification: Requirements Gathering and Analysis, Software
Requirement Specification (SRS), Formal System Specification.
Software Design: Overview of the Design Process, How to Characterise of a Design?, Cohesion and
Coupling, Layered Arrangement of Modules, Approaches to Software Design
UNIT ? III:
Function-Oriented Software Design: Overview of SA/SD Methodology, Structured Analysis,
Developing the DFD Model of a System, Structured Design, Detailed Design, Design Review, over
view of Object Oriented design.
User Interface Design: Characteristics of Good User Interface, Basic Concepts, Types of User
Interfaces, Fundamentals of Component-based GUI Development, A User Interface Design
Methodology.
UNIT ? IV:
Coding And Testing: Coding, Code Review, Software Documentation, Testing, Unit Testing, Black-
Box Testing, White-Box Testing, Debugging, Program Analysis Tool, Integration Testing, Testing
Object-Oriented Programs, System Testing, Some General Issues Associated with Testing
UNIT ? V:
Software Reliability And Quality Management: Software Reliability, Statistical Testing, Software
Quality, Software Quality Management System, ISO 9000, SEI Capability Maturity Model.
Computer Aided Software Engineering: Case and its Scope, Case Environment, Case Support in
Software Life Cycle, Other Characteristics of Case Tools, Towards Second Generation CASE Tool,
Architecture of a Case Environment
TEXT BOOKS:
1. Software Engineering A practitioner's Approach, Roger S. Pressman, Seventh Edition
McGraw Hill International Edition.
2. Fundamentals of Software Engineering, Rajib Mall, Third Edition, PHI.
3. Software Engineering, Ian Sommerville, Ninth edition, Pearson education
REFERENCE BOOKS:
1. Software Engineering : A Primer, Waman S Jawadekar, Tata McGraw-Hill, 2008
2. Software Engineering, A Precise Approach, Pankaj Jalote, Wiley India,2010.
3. Software Engineering, Principles and Practices, Deepak Jain, Oxford University Press.
4. Software Engineering1: Abstraction and modeling, Diner Bjorner, Springer International edition,
2006.
ARTIFICIAL INTELLIGENCE
(Elective ? 1)
UNIT-I:
Introduction to artificial intelligence: Introduction ,history, intelligent systems, foundations of AI,
applications, tic-tac-tie game playing, development of ai languages, current trends in AI
UNIT-II:
Problem solving: state-space search and control strategies : Introduction, general problem solving,
characteristics of problem, exhaustive searches, heuristic search techniques, iterative-deepening a*,
constraint satisfaction
Problem reduction and game playing: Introduction, problem reduction, game playing, alpha-beta
pruning, two-player perfect information games
UNIT-III:
Logic concepts: Introduction, propositional calculus, proportional logic, natural deduction system,
axiomatic system, semantic tableau system in proportional logic, resolution refutation in proportional
logic, predicate logic
UNIT-IV:
Knowledge representation: Introduction, approaches to knowledge representation, knowledge
representation using semantic network, extended semantic networks for KR, knowledge representation
using frames advanced knowledge representation techniques: Introduction, conceptual dependency
theory, script structure, cyc theory, case grammars, semantic web
UNIT-V:
Expert system and applications: Introduction phases in building expert systems, expert system versus
traditional systems, rule-based expert systems blackboard systems truth maintenance systems,
application of expert systems, list of shells and tools
TEXT BOOKS:
1. Artificial Intelligence- Saroj Kaushik, CENGAGE Learning,
2. Artificial intelligence, A modern Approach , 2nd ed, Stuart Russel, Peter Norvig, PEA
3. Artificial Intelligence- Rich, Kevin Knight, Shiv Shankar B Nair, 3rd ed, TMH
4. Introduction to Artificial Intelligence, Patterson, PHI
REFERNCE BOOKS:
1. Atificial intelligence, structures and Strategies for Complex problem solving, -George F
Lugar, 5th ed, PEA
2. Introduction to Artificial Intelligence, Ertel, Wolf Gang, Springer
3. Artificial Intelligence, A new Synthesis, Nils J Nilsson, Elsevier
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COMPILER DESIGN
(Elective ? 1)
UNIT ? I
Introduction Language Processing, Structure of a compiler the evaluation of Programming language,
The Science of building a Compiler application of Compiler Technology. Programming Language
Basics.
Lexical Analysis-: The role of lexical analysis buffing, specification of tokens. Recognitions of tokens
the lexical analyzer generator lexical
UNIT ?II
Syntax Analysis -: The Role of a parser, Context free Grammars Writing A grammar, top down passing
bottom up parsing Introduction to Lr Parser.
UNIT ?III
More Powerful LR parser (LR1, LALR) Using Armigers Grammars Equal Recovery in Lr parser Syntax
Directed Transactions Definition, Evolution order of SDTS Application of SDTS. Syntax Directed
Translation Schemes.
UNIT ? IV
Intermediated Code: Generation Variants of Syntax trees 3 Address code, Types and Deceleration,
Translation of Expressions, Type Checking. Canted Flow Back patching?
UNIT ? V
Runtime Environments, Stack allocation of space, access to Non Local date on the stack Heap
Management code generation ? Issues in design of code generation the target Language Address in the
target code Basic blocks and Flow graphs. A Simple Code generation.
TEXT BOOKS:
1. Compilers, Principles Techniques and Tools. Alfred V Aho, Monical S. Lam, Ravi Sethi Jeffery
D. Ullman,2nd edition,pearson,2007
2. Compiler Design K.Muneeswaran, OXFORD
3. Principles of compiler design, 2nd edition, Nandhini Prasad, Elsebier.
REFERENCE BOOKS:
1. Compiler Construction, Principles and practice, Kenneth C Louden, CENGAGE
2. Implementations of Compiler, A New approach to Compilers including the algebraic
methods,Yunlinsu,SPRINGER
MACHINE LEARNING
(Elective ? 1)
UNIT -I: The ingredients of machine learning, Tasks: the problems that can be solved with
machine learning, Models: the output of machine learning, Features, the workhorses of machine
learning. Binary classification and related tasks: Classification, Scoring and ranking, Class probability
estimation
UNIT- II: Beyond binary classification: Handling more than two classes, Regression, Unsupervised
and descriptive learning. Concept learning: The hypothesis space, Paths through the hypothesis space,
Beyond conjunctive concepts
UNIT- III: Tree models: Decision trees, Ranking and probability estimation trees, Tree learning as
variance reduction. Rule models: Learning ordered rule lists, Learning unordered rule sets, Descriptive
rule learning, First-order rule learning
UNIT -IV: Linear models: The least-squares method, The perceptron: a heuristic learning algorithm
for linear classifiers, Support vector machines, obtaining probabilities from linear classifiers, Going
beyond linearity with kernel methods. Distance Based Models: Introduction, Neighbours and
exemplars, Nearest Neighbours classification, Distance Based Clustering, Hierarchical Clustering.
UNIT- V: Probabilistic models: The normal distribution and its geometric interpretations,
Probabilistic models for categorical data, Discriminative learning by optimising conditional likelihood
Probabilistic models with hidden variables. Features: Kinds of feature, Feature transformations, Feature
construction and selection. Model ensembles: Bagging and random forests, Boosting
TEXT BOOKS:
1. Machine Learning: The art and science of algorithms that make sense of data, Peter Flach,
Cambridge.
2. Machine Learning, Tom M. Mitchell, MGH.
REFERENCE BOOKS:
1. Understanding Machine Learning: From Theory to Algorithms, Shai Shalev-Shwartz, Shai Ben-
David, Cambridge.
2. Machine Learning in Action, Peter Harington, 2012, Cengage.
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IMAGE PROCESSING
(Elective -2)
UNIT I:
Introduction: Applications of Computer Graphics and Image Processing, Fundamentals on Pixel
concepts, effect of Aliasing and Jaggles, Advantages of high resolution systems
DDA line algorithms: Bresenhams line and circle derivations and algorithms
UNIT II:
2-D Transformations: Translations, Scaling, rotation, reflection and shear transformations,
Homogeneous coordinates, Composite Transformations- Reflection about an arbitrary line;
Windowing and clipping, viewing transformations, Cohen- Sutherland clipping algorithm
UNIT III:
Digital Image Properties: Metric and topological properties of Digital Images, Histogram, entropy,
Visual Perception, Image Quality, Color perceived by humans, Color Spaces, Palette Images, color
Constancy
Color Images: Pixel brightness transformations, Local Preprocessing, image smoothing, Edge detectors,
Robert Operators, Laplace, Prewitt, Sobel, Fri-chen, Canny Edge detection
UNIT IV:
Mathematical Morphology: Basic Mathematical Concepts, Binary dilation and Erosion, Opening and
closing, Gray Scale dilation and erosion, Skeleton, Thinning , Thickening Ultimate erosion, Geodesic
transformations, Morphology and reconstruction, Morphological Segmentation
UNIT V:
SEGMENTATION: Threshold detection methods, Optimal Thresholding, Edge based Segmentation-
Edge image thresholding, Edge relaxation, Border tracing, Hough Transforms, Region based
segmentation: Region Mergingm Region Splitting, Splitting and Merging, Watershed Segmentation.
Image Data Compression: Image data Properties, Discrete Image Transformations in data
compression, Discrete Cosine and Wavelet Transforms, Types of DWT and merits; Predicative
Compression methods, Hierarchical and Progressive Compression methods, Comparison of
Compression methods, JPEG- MPEG Image Compression methods.
Text Books:
1. Computer Graphics C Version, Donald Hearn, M Paulli Baker , Pearson ( Unit I and Unit II)
2. Image Processing, Analysis and Machine Vision, Millan Sonka, Vaclov Halvoc, Roger Boyle,
Cengage Learning, 3ed, ( Unit III, Unit IV, Unit V and Unit VI)
References:
1. Computer & Machine Vision, Theory , Algorithms , Practicles, E R Davies, Elsevier, 4ed
2. Digital Image Processing with MATLAB and LABVIEW, Vipul Singh, Elsevier
PARALLEL ALGORITHMS
(Elective ? 2)
UNIT1: Introduction:
Computational demand in various application areas, advent of parallel processing, terminology-
pipelining, Data parallelism and control parallelism-Amdahl's law.
UNIT II: Scheduling:
Organizational features of Processor Arrays, Multi processors and multi-computers. Mapping
and scheduling aspects of algorithms. Mapping into meshes and hyper cubes-Load
balancing-List scheduling algorithm Coffman-graham scheduling algorithm for parallel
processors.
UNIT III: Algorithms:
Elementary Parallel algorithms on SIMD and MIMD machines, Analysis of these algorithms.
Matrix Multiplication algorithms on SIMD and MIMD models. Fast Fourier Transform
algorithms. Implementation on Hyper cube architectures. Solving linear file -system of
equations, parallelizing aspects of sequential methods back substitution and Tri diagonal.
UNIT IV: Sorting:
Parallel sorting methods, Odd-even transposition Sorting on processor arrays, Biotonic
,merge sort on shuffle - exchange ID , Array processor,2D-Mesh processor and Hypercube
Processor Array. Parallel Quick-sort on Multi processors. Hyper Quick sort on hypercube multi
computers. Parallel search operations. Ellis algorithm and Manber and ladner's Algorithms for
dictionary operations.
UNIT V: Searching
Parallel algorithms for Graph searching, All Pairs shortest paths and inimum cost spanning
tree. Parallelization aspects of combinatorial search algorithms with Focus on Branch and
Bound Methods and Alpha-beta Search methods.
TEXT BOOKS:
1. Parallel computing t h e o r y and practice, Michel J.Quinn
2. Programming Parallel Algorithms, Guy E. Blelloch, Communications of the ACM
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CLOUD COMPUTING
(Elective -2)
UNIT I:
Introduction: Network centric computing, Network centric content, peer-to ?peer systems, cloud
computing delivery models and services, Ethical issues, Vulnerabilities, Major challenges for cloud
computing
Parallel and Distributed Systems: introduction, architecture, distributed systems, communication
protocols, logical clocks, message delivery rules, concurrency, model concurrency with Petri Nets.
UNIT II:
Cloud Infrastructure: At Amazon, The Google Perspective, Microsoft Windows Azure, Open Source
Software Platforms, Cloud storage diversity, Inter cloud, energy use and ecological impact,
responsibility sharing, user experience, Software licensing
Cloud Computing : Applications and Paradigms: Challenges for cloud, existing cloud applications and
new opportunities, architectural styles, workflows, The Zookeeper, The Map Reduce Program model,
HPC on cloud, biological research
UNIT III:
Cloud Resource virtualization: Virtualization, layering and virtualization, virtual machine monitors,
virtual machines, virtualization- full and para, performance and security isolation, hardware support for
virtualization, Case Study: Xen, vBlades
Cloud Resource Management and Scheduling: Policies and Mechanisms, Applications of control
theory to task scheduling, Stability of a two-level resource allocation architecture, feed back control
based on dynamic thresholds, coordination, resource bundling, scheduling algorithms, fair queuing, start
time fair queuing, cloud scheduling subject to deadlines, Scheduling Map Reduce applications, Resource
management and dynamic application scaling
UNIT IV:
Storage Systems: Evolution of storage technology, storage models, file systems and database,
distributed file systems, general parallel file systems. Google file system., Apache Hadoop, Big Table,
Megastore ( text book 1), Amazon Simple Storage Service(S3) (Text book 2)
Cloud Security: Cloud security risks, security ? atop concern for cloud users, privacy and privacy
impact assessment, trust, OS security, Virtual machine security, Security risks
UNIT V:
Cloud Application Development: Amazon Web Services : EC2 ? instances, connecting clients,
security rules, launching, usage of S3 in Java, Installing Simple Notification Service on Ubuntu 10.04,
Installing Hadoop on Eclipse, Cloud based simulation of a Distributed trust algorithm, Cloud service for
adaptive data streaming ( Text Book 1)
Google: Google App Engine, Google Web Toolkit (Text Book 2)
Micro Soft: Azure Services Platform, Windows live, Exchange Online, Share Point Services, Microsoft
Dynamics CRM (Text Book 2)
TEXT BOOKS:
1. Cloud Computing, Theory and Practice, Dan C Marinescu, MK Elsevier
2. Cloud Computing, A Practical Approach, Anthony T Velte, Toby J Velte, Robert Elsenpeter,
TMH
REFERNCE BOOK:
1. Mastering Cloud Computing, Foundations and Application Programming, Raj Kumar Buyya,
Christen vecctiola, S Tammarai selvi, TMH
MOBILE COMPUTING
(Elective -2)
UNIT- I
Introduction: Mobile Communications, Mobile Computing ? Paradigm, Promises/Novel Applications
and Impediments and Architecture; Mobile and Handheld Devices, Limitations of Mobile and Handheld
Devices.
GSM ? Services, System Architecture, Radio Interfaces, Protocols, Localization, Calling, Handover,
Security, New Data Services, GPRS.
UNIT ?II
(Wireless) Medium Access Control (MAC): Motivation for a specialized MAC (Hidden and exposed
terminals, Near and far terminals), SDMA, FDMA, TDMA, CDMA, Wireless LAN/(IEEE 802.11)
UNIT ?III
Mobile Network Layer: IP and Mobile IP Network Layers, Packet Delivery and Handover
Management, Location Management, Registration, Tunneling and Encapsulation, Route Optimization,
DHCP.
UNIT ?IV
Mobile Transport Layer: Conventional TCP/IP Protocols, Indirect TCP, Snooping TCP, Mobile TCP,
Other Transport Layer Protocols for Mobile Networks.
Database Issues: Database Hoarding & Caching Techniques, Client-Server Computing & Adaptation,
Transactional Models, Query processing, Data Recovery Process & QoS Issues.
UNIT- V
Data Dissemination and Synchronization : Communications Asymmetry, Classification of Data
Delivery Mechanisms, Data Dissemination, Broadcast Models, Selective Tuning and Indexing Methods,
Data Synchronization ? Introduction, Software, and Protocols.
Mobile Ad hoc Networks (MANETs) : Introduction, Applications & Challenges of a MANET,
Routing, Classification of Routing Algorithms, Algorithms such as DSR, AODV, DSDV, etc. , Mobile
Agents, Service Discovery.
Protocols and Platforms for Mobile Computing: WAP, Bluetooth, XML, J2ME, Java Card, PalmOS,
Windows CE, SymbianOS, Linux for Mobile Devices, Android.
TEXT BOOKS:
1. Jochen Schiller, "Mobile Communications", Addison-Wesley, Second Edition, 2009.
2. Raj Kamal, "Mobile Computing", Oxford University Press, 2007, ISBN: 0195686772
REFERENCE BOOKS:
1. ASOKE K TALUKDER, HASAN AHMED, ROOPA R YAVAGAL, "Mobile Computing,
Technology Applications and Service Creation" Second Edition, Mc Graw Hill.
2. UWE Hansmann, Lother Merk, Martin S. Nocklous, Thomas Stober, "Principles of Mobile
Computing," Second Edition, Springer.
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CS LAB-2
1. a) Study of Unix/Linux general purpose utility command list
man,who,cat, cd, cp, ps, ls, mv, rm, mkdir, rmdir, echo, more, date, time, kill, history,
chmod, chown, finger, pwd, cal, logout, shutdown.
b) Study of vi editor.
c) Study of Bash shell, Bourne shell and C shell in Unix/Linux operating system.
d) Study of Unix/Linux file system (tree structure).
e) Study of .bashrc, /etc/bashrc and Environment variables.
2. Write a C program that makes a copy of a file using standard I/O, and system calls
3. Write a C program to emulate the UNIX ls ?l command.
4. Write a C program that illustrates how to execute two commands concurrently
with a command pipe.
Ex: - ls ?l | sort
5. Write a C program that illustrates two processes communicating using shared memory
6. Write a C program to simulate producer and consumer problem usingsemaphores
7. Write C program to create a thread using pthreads library and let it run its function.
8. Write a C program to illustrate concurrent execution of threads using pthreads library.
Understanding and using of commands like ifconfig, netstat, ping, arp, telnet, ftp, finger,
traceroute, whoisetc. Usage of elementary socket system calls (socket (), bind(), listen(),
accept(),connect(),send(),recv(),sendto(),recvfrom()).
9. Implementation of Connection oriented concurrent service (TCP).
10. Implementation of Connectionless Iterative time service (UDP).
11. Implementation of Select system call.
12. Implementation of gesockopt (), setsockopt () system calls.
13. Implementation of getpeername () system call.
14. Implementation of remote command execution using socket system calls.
This post was last modified on 16 March 2021