Syllabus of B. Tech. VI Sem CSE (RGPV)

 

​Syllabus of CS-601 Machine Learning

Source: (rgpv.ac.in)

UNIT-1 :

• Introduction to machine learning

• scope and limitations regression probability

• statistics and linear algebra for machine learning

• convex optimization data visualization

• hypothesis function and testing

• data distributions data preprocessing

• data augmentation normalizing data sets

• machine learning models

• supervised and unsupervised learning.

UNIT-2 :

• Linearity vs non linearity

• activation functions like sigmoid

• ReLU etc. weights and bias loss function

• gradient descent multilayer network

• backpropagation weight initialization

• training testing unstable gradient problem

• auto encoders batch normalization

• dropout L1 and L2 regularization

• momentum tuning hyper parameters

UNIT-3 :

• Convolutional neural network flattening

• subsampling padding stride

• convolution layer pooling layer

• loss layer dance layer 1×1 convolution

• inception network input channels

• transfer learning one shot learning

• dimension reductions

• implementation of CNN like tensor flow keras etc.

UNIT-4 :

• Recurrent neural network

• Long short-term memory gated recurrent unit

• translation beam search and width Bleu score

• attention model Reinforcement Learning

• RL-framework MDP Bellman equations

• Value Iteration and Policy Iteration

• Actor-critic model Q-learning SARSA

UNIT-5 :

• Support Vector Machines

• Bayesian learning

• application of machine learning in computer vision

• speech processing natural language processing etc

• Case Study: ImageNet Competition

== END OF UNITS==

 

Syllabus of CS-602 (Computer Networks)

Source: (rgpv.ac.in)

UNIT-1 :

• Computer Network : Definitions goals components

• Architecture Classifications & Types.

• Layered Architecture : Protocol hierarchy Design Issues

• Interfaces and Services

• Connection Oriented & Connectionless Services

• Service primitives Design issues & its functionality.

• ISOOSI Reference Model: Principle Model Descriptions of various layers and its comparison with TCP/IP.

• Principals of physical layer: Media Bandwidth Data rate and Modulations

UNIT-2 :

• Data Link Layer : Need Services Provided

• Framing Flow Control Error control.

• Data Link Layer Protocol : Elementary & Sliding Window protocol: 1-bit Go-Back-N Selective Repeat Hybrid ARQ.

• Protocol verification : Finite State Machine Models & Petri net models. ARP/RARP/GARP

UNIT-3 :

• MAC Sub layer : MAC Addressing

• Binary Exponential Back-off (BEB) Algorithm

• Distributed Random Access Schemes/Contention Schemes : for Data Services (ALOHA and SlottedALOHA) for Local-Area Networks (CSMA

• CSMA/CD CSMA/CA)

• Collision Free Protocols : Basic Bit Map BRAP

• Binary Count Down

• MLMA Limited Contention Protocols : Adaptive Tree Walk

• Performance Measuring Metrics.

• IEEE Standards 802 series & their variant.

UNIT-4 :

• Network Layer : Need Services Provided

• Design issues

• Routing algorithms : Least Cost Routing algorithm

• Dijkstra’s algorithm Bellman-ford algorithm

• Hierarchical Routing Broadcast Routing

• Multicast Routing. IP Addresses

• Header format Packet forwarding

• Fragmentation and reassembly

• ICMP Comparative study of IPv4 & IPv6

UNIT-5 :

• Transport Layer : Design Issues UDP: Header Format

• Per-Segment Checksum

• Carrying Unicast/Multicast Real-Time Traffic

• TCP: Connection Management Reliability of Data Transfers

• TCP Flow Control TCP Congestion Control

• TCP Header Format TCP Timer Management.

• Application Layer: WWW and HTTP FTP SSH

• Email (SMTP MIME IMAP) DNS

• Network Management (SNMP).

== END OF UNITS==

 

Syllabus of CS-603 (A) Advanced Computer Architecture (ACA) (Departmental Elective)

Source: (rgpv.ac.in)

UNIT-1 :

• Flynn’s Classification

• System Attributes to Performance

• Parallel computer models – Multiprocessors and multicomputers

• Multivector and SIMD Computers.

• Data and resource dependences

• Hardware and software parallelism

• Program partitioning and scheduling

• Grain size and latency Control flow

• data flow and Demand driven mechanisms.

• Static interconnection networks

• Dynamic interconnection Networks: Bus Systems Crossbar Switch

• Multiport Memory

• Multistage and Combining Networks

UNIT-2 :

• Instruction set architecture

• CISC Scalar Processors RISC Scalar Processors

• VLIW architecture Memory Hierarchy Inclusion

• Coherence and Locality Memory capacity planning.

• Interleaved memory organization-memory interleaving

• pipelined memory access Bandwidth and Fault Tolerance.

• Backplane Bus System : Backplane bus specification

• Addressing and timing protocols

• Arbitration transaction and interrupt.

UNIT-3 :

• Linear pipeline processor

• Nonlinear pipeline processor Instruction pipeline design

• Mechanisms for instruction pipelining pipeline hazards

• Dynamic instruction scheduling -score boarding and Tomosulo’s algorithm

• Branch handling techniques Arithmetic Pipeline Design

• Static arithmetic pipeline Multifunctional arithmetic pipelines.

• Superscalar pipeline design

• Super pipeline processor design.

UNIT-4 :

• Cache coherence Snoopy protocols

• Directory based protocols.

• Message routing schemes in multicomputer network

• deadlock and virtual channel.

• Vector Processing Principles Vector instruction types

• Vector-access memory schemes.

• Vector supercomputer architecture

• SIMD organization : distributed memory model and shared memory model. Principles of Multithreading : Multithreading Issues and Solutions

• Multiple-Context Processors

UNIT-5 :

• Parallel Programming Models Shared-Variable Model

• Message-Passing Model Data-Parallel Model

• Object-Oriented Model Functional and Logic Models

• Parallel Languages and Compilers

• Language Features for Parallelism

• Parallel Programming Environment

• Software Tools and Environments.

== END OF UNITS==

 

Syllabus of CS-603 (B) Computer Graphics & Visulization (Departmental Elective)

Source: (rgpv.ac.in)

UNIT-1 :

• Introduction to Raster Scan displays

• Pixels Frame buffer Vector & Character generation

• Random Scan systems

• Display devices Scan Conversion techniques

• Line Drawing algorithms : simple DDA Bresenham’s Algorithm

• Circle Drawing Algorithms: Midpoint Circle drawing and Bresenham’s Algorithm

• Polygon fill algorithm : Boundary-fill and Flood-fill algorithms.

UNIT-2 :

• 2-D Transformation : Translation Rotation

• Scaling Shearing Reflection.

• Inverse Transformation Homogeneous coordinate system

• Matrices Transformation Composite Transformation.

• Windowing & Clipping : World Coordinate System

• Screen Coordinate System Viewing Transformation

• Line Clipping & Polygon Clipping Algorithms.

UNIT-3 :

• 3-D Transformations : Translation Rotation and Scaling.

• Parallel & Perspective Projection : Types of Parallel & Perspective Projection Hidden Surface elimination : Depth comparison Back face detection algorithm Painter’s Algorithm Z-Buffer Algorithm.

• Curve generation Bezier and B-spline methods.

• Basic Illumination Model : Diffuse reflection Specular reflection

• Phong Shading Gouraud shading Ray Tracing

• Color models like RGB YIQ CMY HSV.

UNIT-4 :

• Visualization : Visualization of 2D/3D scalar fields: color mapping ISO surfaces.

• Direct volume data rendering : ray-casting transfer functions segmentation.

• Visualization of Vector fields and flow data

• Time-varying data

• High-dimensional data : dimension reduction parallel coordinates

• Non-spatial data : multi-variate tree/graph structured

• text Perceptual and cognitive foundations

• Evaluation of visualization methods

• Applications of visualization

• Basic Animation Techniques like traditional

• key framing

UNIT-5 :

• Multimedia : Basic of multimedia application of Multimedia

• Text-Types Unicode Standard text Compression

• Text file formats Audio Components Digital Audio

• Digital Audio processing Sound cards

• Audio file formats Audio Processing software

• Video-Video color spaces Digital Video

• Digital Video processing Video file formats.

• Animation : Uses of Animation Principles of Animation

• Computer based animation 3D Animation

• Animation file formats Animation software Special Effects in animation

• Storyboarding for Animation

• Compression : Lossless/Lossy Compression techniques

• Image Audio & Video Compression

• MPEG Standards Multimedia Architecture

• Multimedia databases.

== END OF UNITS==

 

Syllabus of CS-603 (C) Compiler Design (Departmental Elective )

Source: (rgpv.ac.in)

UNIT-1 : Introduction to compiling & Lexical Analysis

• Introduction of Compiler

• Major data Structure in compiler types of Compiler

• Front-end and Back-end of compiler

• Compiler structure : analysis-synthesis model of compilation

• various phases of a compiler

• Lexical analysis : Input buffering Specification & Recognition of Tokens

• Design of a Lexical Analyzer Generator LEX.

UNIT-2 : Syntax Analysis &Syntax Directed Translation

• Syntax analysis : CFGs Top down parsing Brute force approach

• recursive descent parsing

• transformation on the grammars

• predictive parsing bottom up parsing

• operator precedence parsing

• LR parsers (SLRLALR LR)Parser generation.

• Syntax directed definitions : Construction of Syntax trees

• Bottom up evaluation of S-attributed definition

• L-attribute definition Top down translation

• Bottom Up evaluation of inherited attributes Recursive Evaluation

• Analysis of Syntax directed definition.

UNIT-3 : Type Checking & Run Time Environment

• Type checking : type system specification of simple type checker

• equivalence of expression types type conversion

• overloading of functions and operations

• polymorphic functions.

• Run time Environment : storage organization

• Storage allocation strategies parameter passing

• dynamic storage allocation Symbol table

• Error Detection & Recovery

• Ad-Hoc and Systematic Methods.

UNIT-4 : Code Generation

• Intermediate code generation : Declarations Assignment statements

• Boolean expressions Case statements

• Back patching

• Procedure calls Code Generation : Issues in the design of code generator

• Basic block and flow graphs Register allocation and assignment

• DAG representation of basic blocks

• peephole optimization generating code from DAG.

UNIT-5 : Code Optimization

• Introduction to Code optimization : sources of optimization of basic blocks

• loops in flow graphs dead code elimination

• loop optimization Introduction to global data flow analysis

• Code Improving transformations

• Data flow analysis of structure flow graph Symbolic debugging of optimized code

== END OF UNITS==

 

Syllabus of CS-604 (A) Knowledge Management (Open Elective)

Source: (rgpv.ac.in)

UNIT-1 : Introduction

• Introduction: An Introduction to Knowledge Management

• The foundations of knowledge management- including cultural issues

• technology applications organizational concepts and processes

• management aspects- and decision support systems.

• The Evolution of Knowledge management: From Information Management to Knowledge Management

• Key Challenges Facing the Evolution of Knowledge Management

• Ethics for Knowledge Management.

UNIT-2 : Creating The Culture of Learning and Knowledge Sharing

• Organization and Knowledge Management

• Building the Learning Organization.

• Knowledge Markets: Cooperation among Distributed Technical Specialists

• Tacit Knowledge and Quality Assurance.

UNIT-3 : Knowledge Management – The Tools

• Telecommunications and Networks in Knowledge Management

• Internet Search Engines and Knowledge Management

• Information Technology in Support of Knowledge Management

• Knowledge Management and Vocabulary Control

• Information Mapping in Information Retrieval

• Information Coding in the Internet Environment

• Repackaging Information.

UNIT-4 : Knowledge Management-Application

• Components of a Knowledge Strategy

• Case Studies (From Library to Knowledge Center

• Knowledge Management in the Health Sciences

• Knowledge Management in Developing Countries).

UNIT-5 : Future Trends And Case Studies

• Advanced topics and case studies in knowledge management

• Development of a knowledge management map/plan that is integrated with an organization’s strategic and business plan

• A case study on Corporate Memories for supporting various aspects in the process life

• cycles of an organization.

== END OF UNITS==

 

Syllabus of CS-604 (B) Project Management (Open Elective)

Source: (rgpv.ac.in)

UNIT-1 : Conventional Software Management

• Evolution of software economics.

• Improving software economics: reducing product size

• software processes team effectiveness

• automation through software environments.

• Principles of modern software management.

UNIT-2 : Software Management Process

• Framework : Life cycle phases- inception elaboration

• construction and training phase.

• Artifacts of the process- the artifact sets

• management artifacts engineering artifacts

• pragmatics artifacts.

• Model based software architectures.

• Workflows of the process.

• Checkpoints of the process.

UNIT-3 : Software Management Disciplines

• Iterative process planning.

• Project organisations and responsibilities.

• Process automation.

• Project control And process instrumentation- core metrics

• management indicators

• life cycle expections.

• Process discriminants.

== END OF UNITS==

 

Syllabus of CS-604 (C) Rural Technology & Community Development (Open Elective )

Source: (rgpv.ac.in)

UNIT-1 : Rural Management

• Principles and Practices Introduction to Management and Theory of Management B.

• Planning Organisation Structure and Design C.

• Motivation and Leadership D.

• Management Control and Managerial Decision Making

UNIT-2 : Human Resource Management for rural India

• Nature Scope of Human Resource Management.

• F. Human Resource Planning

• Recruitment and Selection

• Training and Development

• Performance Appraisal G.

• Welfare programme and Fringe benefits

• Wage and Salary Administration H.

• Morale and Productivity

• Industrial Relations and Industrial Disputes

UNIT-3 : Management of Rural Financing

• Rural Credit System

• Role of Rural Credit in Rural Development.

• Evolution and Growth of Rural Credit System in India.

• B: Agricultural Credit Agricultural Credit Review Committee

• Report of different Committees and Commissions

• Problems and Prospects.

• C: Rural Credit to Non-farm Sector

• Credit for small and marginal entrepreneurs.

• D: Role of Government Institutions towards facilitating Rural Credit.

• Role of Non- Government/ Semi Government / Quasi- Government Institutions. Growth and Present trend of Rural Financing towards Small scale and Cottage Industries.

UNIT-4 : Research Methodology

• Concept of Social Research

• Traditional Research

• Action Research and Participatory Research

• B: Qualitative Data Construction and Methods of Data Collection

• C: Techniques of Interview

• D: Qualitative methods: Sociometry

• Case Studies observation

• coding and content analysis

UNIT-5 : Research Methodology

• Collection Tabulation and Presentation of data

• B: Measures of Central Tendency

• Dispersion Moments

• Skewness and Kurtosis

• Correlation and Regression: Sampling Theory and Test of Significance

== END OF UNITS==

 

Syllabus of CS-605 Data Analytics (LAB)

Source: (rgpv.ac.in)

UNIT-1 :

• Basics of data analytic framework

• data per-processing

• Statistics probability

• Probability Distribution Bayes’ Theorem

• Central Limit theorem

• Data Exploration & preparation

• Concepts of Correlation Regression

• Covariance Outliers Data visualization.

UNIT-2 :

• Introduction to R as a data analytics tool.

UNIT-3 :

• Introduction to MATLAB as a data analytics tool.

UNIT-4 :

• Introduction to python as a data analytics tool.

UNIT-5 :

• Case studies.

== END OF UNITS==

 

Syllabus of CS-606 Skill Development LAB

Source: (rgpv.ac.in)

UNIT-1 :

• Software product life cycle.

UNIT-2 :

• Software product development standards.

UNIT-3 :

• Design patterns – 1

UNIT-4 :

• Design Patterns – II

UNIT-5 :

• Case Study

== END OF UNITS==

==End of Syllabus==