Syllabus for

Academic Year  (2024)

This course focuses on developing applications for modern Smartphone operating systems. Most of the course is dedicated to Google's Android and Microsoft’s Windows. Rapid application development techniques are covered, as well as setup of the development environment, real-world testing, and deployment. The course provides a practical approach to Android mobile application development and theoretical knowledge about windows application. To make students understand, how to develop and deploy an application to the app market.

Brief History of mobile technologies, Different mobile technologies, Introduction to Android, Get to know the required tools, Creating your first Android application, Anatomy of android Application. Understanding Activities, linking Activities using intents, fragments, calling Built-in Applications using Intents, Displaying Notifications.

Brief History of mobile technologies, Different mobile technologies, Introduction to Android, Get to know the required tools, Creating your first Android application, Anatomy of android Application. Understanding Activities, linking Activities using intents, fragments, calling Built-in Applications using Intents, Displaying Notifications.

Understanding the components of a screen, adapting to display orientation, managing changes to screen orientation, Utilizing the Action Bar, Creating the user Interface programmatically, Listening for UI Notifications. Using Basic Views, Using Picker views, Using List views to display lists, Understanding specialized fragments.

Designing User interface Designing by declaration, creating the opening screen, using alternate resources, implementing an about box, applying a theme, adding a menu, adding settings, debugging with log messages, debugging with debugger.

Understanding the components of a screen, adapting to display orientation, managing changes to screen orientation, Utilizing the Action Bar, Creating the user Interface programmatically, Listening for UI Notifications. Using Basic Views, Using Picker views, Using List views to display lists, Understanding specialized fragments.

Designing User interface Designing by declaration, creating the opening screen, using alternate resources, implementing an about box, applying a theme, adding a menu, adding settings, debugging with log messages, debugging with debugger.

Reading/writing local data, Accessing the Internal File system, Accessing SD card.

Using Image Views to display pictures, using menus with views, some additional views. Saving and loading user preferences , persisting Data Files

Reading/writing local data, Accessing the Internal File system, Accessing SD card.

Using Image Views to display pictures, using menus with views, some additional views. Saving and loading user preferences , persisting Data Files

 Preparing app for publishing, Deploying APK files, uploading in Market.

Creating and using Databases. Sharing Data in Android, using content provider, creating your own content providers, using content providers.

Introducing SQLite, In and Out of SQLite, Hello Database, Data Binding, using content provider, implementing content provider.

 Preparing app for publishing, Deploying APK files, uploading in Market.

Creating and using Databases. Sharing Data in Android, using content provider, creating your own content providers, using content providers.

Introducing SQLite, In and Out of SQLite, Hello Database, Data Binding, using content provider, implementing content provider.

 SMSMessaging , Sending E-mail, Displaying Maps, Getting Location Data, Monitoring a Location.

Preparing app for publishing, Deploying APK files

 SMSMessaging , Sending E-mail, Displaying Maps, Getting Location Data, Monitoring a Location.

Preparing app for publishing, Deploying APK files

Vision and architecture- A different kind of phone- Windows phone architecture- Building and delivering apps- Getting started with “Hello World”

Vision and architecture- A different kind of phone- Windows phone architecture- Building and delivering apps- Getting started with “Hello World”

[2] Ed Burnette, Hello, Android: Introducing Google's Mobile Development Platform,Pragmatic. Bookshelf (2009), ISBN-13: 978-1934356173.

[3] Jerome (J.F) DiMarzio , Android- A programmer's Guide, TataMcgraw Hill ,2010, ISBN: 9780071070591.

[4] Charles Petzold, Programming Windows Phone, Microsoft Press, 2010

[2] Andrew Whitechapel, Sean McKenna, Windows Phone 8 Development Internals, Microsoft Press 2013.

ESE - 50%

The goal of this course is to introduce the basics computer networks. Students will learn their fundamental layered structure, understand common offered layered services, examine protocols and algorithms used to operate the network.

Objectives of the course are

• To study about network components.

• To study about topologies and network models.

• To study about various network protocols, algorithms.

Data communications : components – Network criteria – physical structures – network models – categories of networks –interconnection of networks – inter network Protocols and standards : protocols-standards-standards organizations- internet standards Network models: Layered tasks – OSI model – layers in the OSI model – TCP/IP protocol suite.

Data communications : components – Network criteria – physical structures – network models – categories of networks –interconnection of networks – inter network Protocols and standards : protocols-standards-standards organizations- internet standards Network models: Layered tasks – OSI model – layers in the OSI model – TCP/IP protocol suite.

Digital Transmission: Digital to digital conversion: Line coding – line coding schemes – block coding - analog to digital conversion – PCM - transmission modes: serial transmission – parallel transmission

Analog Transmission: Digital to analog conversion: FSK-ASK-PSK Analog to Analog conversion: Amplitude modulation – Frequency modulation – phase modulation Multiplexing: Frequency division multiplexing – Time division multiplexing

Transmission Media Guided media: Twisted pair cable – coaxial cable – fiber optic cable Unguided media: radio waves - micro waves – infrared.

Digital Transmission: Digital to digital conversion: Line coding – line coding schemes – block coding - analog to digital conversion – PCM - transmission modes: serial transmission – parallel transmission

Analog Transmission: Digital to analog conversion: FSK-ASK-PSK Analog to Analog conversion: Amplitude modulation – Frequency modulation – phase modulation Multiplexing: Frequency division multiplexing – Time division multiplexing

Transmission Media Guided media: Twisted pair cable – coaxial cable – fiber optic cable Unguided media: radio waves - micro waves – infrared.

Error correction and detection: Introduction- block coding-linear block cods-cyclic codes-checksum. Data link Control: protocols-simplest protocol- stop and wait protocol- stop and wait automatic repeat request-go back n automatic repeat requestselective repeat-automatic repeat request-piggybacking. MultipleAccess: Random access- Aloha-CSMA-CSMA/CD-CSMA/CA Controlled access: reservation, polling, token passing. Channelization: FDMA,TDMA, CDMA.

Error correction and detection: Introduction- block coding-linear block cods-cyclic codes-checksum. Data link Control: protocols-simplest protocol- stop and wait protocol- stop and wait automatic repeat request-go back n automatic repeat requestselective repeat-automatic repeat request-piggybacking. MultipleAccess: Random access- Aloha-CSMA-CSMA/CD-CSMA/CA Controlled access: reservation, polling, token passing. Channelization: FDMA,TDMA, CDMA.

Wired LANs: Ethernet: IEEE standards, standard Ethernet- fast Ethernet. Wireless Lans: IEEE 802.11-arhitecture-MAC sublayer addressing mechanism, physical layer-Bluetooth: architecture-Bluetooth layers-radio layer-baseband layer-L2CAP-other upper layers. Network Layer: AddressingIPV4 addresses - IPV6 Addresses Internet Protocol: IPv4 –IPv6 Address mapping protocols: ARP – RARP. 

Wired LANs: Ethernet: IEEE standards, standard Ethernet- fast Ethernet. Wireless Lans: IEEE 802.11-arhitecture-MAC sublayer addressing mechanism, physical layer-Bluetooth: architecture-Bluetooth layers-radio layer-baseband layer-L2CAP-other upper layers. Network Layer: AddressingIPV4 addresses - IPV6 Addresses Internet Protocol: IPv4 –IPv6 Address mapping protocols: ARP – RARP. 

Routing protocols: Unicast routing protocols: distance vector routing, Link State routing Multicast Routing protocols Any two Transport Layer: Process to process delivery – UDP – TCP Congestion control and QOS:Data traffic – congestion – congestion control – quality of service – techniques to improve quality of service.

Routing protocols: Unicast routing protocols: distance vector routing, Link State routing Multicast Routing protocols Any two Transport Layer: Process to process delivery – UDP – TCP Congestion control and QOS:Data traffic – congestion – congestion control – quality of service – techniques to improve quality of service.

Application layer: & Network Security :DNS: Name space – domain name space – distribution of name space Electronic mail Architecture – FILE transfer: FTP WWW and HTTP: Architecture – web documents – HTTP Network Security: Introduction - definitions – two categories - symmetric key cryptography – traditional ciphers – asymmetric key cryptography.

Application layer: & Network Security :DNS: Name space – domain name space – distribution of name space Electronic mail Architecture – FILE transfer: FTP WWW and HTTP: Architecture – web documents – HTTP Network Security: Introduction - definitions – two categories - symmetric key cryptography – traditional ciphers – asymmetric key cryptography.

This course helps understand the essential concepts that act as the building blocks for many of the NoSQL products. It starts from the fundamentals of NoSQL and graduates to advanced concepts of architecture, storage internals and indexing.

Definition and Introduction, Sorted Ordered Column-Oriented Stores, Key/Value Stores, Document Databases, Graph Databases, Examining Two Simple Examples, Location Preferences Store, Car Make and Model Database, Working With Language Bindings.

Definition and Introduction, Sorted Ordered Column-Oriented Stores, Key/Value Stores, Document Databases, Graph Databases, Examining Two Simple Examples, Location Preferences Store, Car Make and Model Database, Working With Language Bindings.

If NoSql Then What, Language Bindings For Nosql Data Stores, Performing Crud Operations, Creating Records, Accessing Data, Updating And Deleting Data.

If NoSql Then What, Language Bindings For Nosql Data Stores, Performing Crud Operations, Creating Records, Accessing Data, Updating And Deleting Data.

Working With Column-Oriented Databases, Hbase Distributed Storage Architecture, Document Store Internals, Understanding Key/Value Stores in Redis, Eventually Consistent Non-Relational Databases.

Working With Column-Oriented Databases, Hbase Distributed Storage Architecture, Document Store Internals, Understanding Key/Value Stores in Redis, Eventually Consistent Non-Relational Databases.

Similarities Between Sql And Mongodb Query Features, Accessing Data From Column-Oriented Databases Like Hbase, Querying Redis Data Stores, HBase Data Import And Export,Mapreduce.

Similarities Between Sql And Mongodb Query Features, Accessing Data From Column-Oriented Databases Like Hbase, Querying Redis Data Stores, HBase Data Import And Export,Mapreduce.

Essential Concepts Behind A Database Index, Indexing And Ordering n Mongodb, Creating and Using Indexes In Mongodb, Indexing In Apache Cassandra.

Essential Concepts Behind A Database Index, Indexing And Ordering n Mongodb, Creating and Using Indexes In Mongodb, Indexing In Apache Cassandra.

[2] Gaurav Vaish, Getting Started with NoSQL, Packt Publishing, 2013.

[2] Dan McCreary and Ann Kelly, Making Sense of NoSQL, Manning Publications, 2013.

ESE - 50%

This course is designed to equip students with a comprehensive understanding of three-dimensional modeling and animation using 3DS Max/Blender software. Students will develop proficiency in creating detailed 3D models and animating them with realistic movements. Emphasis will be placed on mastering lighting and material design to enhance the visual quality of rendered scenes. Through hands-on experience, students will learn to develop graphic and animation applications, gaining a solid foundation in both 2D and 3D concepts. The course encourages creative problem-solving and teamwork, preparing students for professional opportunities in the graphics and animation industry.

Introduction, getting started, touring the interface, working with objects, and viewing. 

Understanding standard primitives, modelling with modifiers, making clones, working with groups.

Introduction, getting started, touring the interface, working with objects, and viewing. 

Understanding standard primitives, modelling with modifiers, making clones, working with groups.

Drawing with splines, modifying a shape, outlining and extruding splines, combining and extruding primitive splines, creating a solid form with splines. 

Creating shapes with Boolean objects, tracing a sketch, editing meshes, create symmetric forms, smoothing meshes.

Naming and renaming objects, organizing objects by layer, lofting an object.

Drawing with splines, modifying a shape, outlining and extruding splines, combining and extruding primitive splines, creating a solid form with splines. 

Creating shapes with Boolean objects, tracing a sketch, editing meshes, create symmetric forms, smoothing meshes.

Naming and renaming objects, organizing objects by layer, lofting an object.

Lighting your model, rendering a view, ambient light, adding shadow effects, playing in the shadows, using the light listener, using scene states.

Understanding texture maps, adding materials to object, editing materials, using the standard material, assigning materials to parts of an object.

Lighting your model, rendering a view, ambient light, adding shadow effects, playing in the shadows, using the light listener, using scene states.

Understanding texture maps, adding materials to object, editing materials, using the standard material, assigning materials to parts of an object.

Gaining access, arranging furniture, replacing objects, using the rendered framework window.

Understanding the 3ds max camera, setting up an interior view, creating an environment, using immersive environment for animation, using render type and elements, matching your scene to background image. 

Gaining access, arranging furniture, replacing objects, using the rendered framework window.

Understanding the 3ds max camera, setting up an interior view, creating an environment, using immersive environment for animation, using render type and elements, matching your scene to background image. 

Understanding the world of video time, creating a quick study animation, understanding keyframes, increasing and editing keyframes, adding more frames, moving the camera target over time, controlling lights over time.

Understanding the world of video time, creating a quick study animation, understanding keyframes, increasing and editing keyframes, adding more frames, moving the camera target over time, controlling lights over time.

Creating parent child hierarchies, using the morpher modifier, assembling an articulated luminaire, understanding bones, understanding biped.

Rendering the animation, automating the output, rendering a shadow study, creating a walkthrough, animation file output option, using particle system.

Creating parent child hierarchies, using the morpher modifier, assembling an articulated luminaire, understanding bones, understanding biped.

Rendering the animation, automating the output, rendering a shadow study, creating a walkthrough, animation file output option, using particle system.

1. R. L. Derakhshani and D. Derakhshani, Autodesk 3ds Max Essential. Sybex, 2011.

2. K. L. Murdock, 3ds Max 2012 Bible. Wiley, 2011.

3. T. Mullen, Introducing Character Animation with Blender. Sybex, 2007.

Many organizations have a wealth of data residing in their databases, and generate additional valuable data that is often not captured. Business intelligence BI is the process of collecting and turning this resource into business value. This course will provide an understanding of data organization, and examine the BI processes and techniques used in transforming data to knowledge and value.

Introduction to Business Intelligence: Introduction to OLTP and OLAP, BI Definitions & Concepts, Business Applications of BI, BI Framework, Role of Data Warehousing in BI, BI Infrastructure Components – BI Process, BI Technology, BI Roles & Responsibilities.

Introduction to Business Intelligence: Introduction to OLTP and OLAP, BI Definitions & Concepts, Business Applications of BI, BI Framework, Role of Data Warehousing in BI, BI Infrastructure Components – BI Process, BI Technology, BI Roles & Responsibilities.

Basics of Data Integration ETL: Concepts of data integration need and advantages of using data integration, introduction to common data integration approaches, introduction to ETL, Introduction to data quality, data profiling concepts and applications.

Basics of Data Integration ETL: Concepts of data integration need and advantages of using data integration, introduction to common data integration approaches, introduction to ETL, Introduction to data quality, data profiling concepts and applications.

Introduction to data and dimension modeling, multidimensional data model, ER Modeling vs. multi-dimensional modeling, concepts of dimensions, facts, cubes, attribute, hierarchies, star and snowflake schema, introduction to business metrics and KPIs, creating cubes using SSAS.

Introduction to data and dimension modeling, multidimensional data model, ER Modeling vs. multi-dimensional modeling, concepts of dimensions, facts, cubes, attribute, hierarchies, star and snowflake schema, introduction to business metrics and KPIs, creating cubes using SSAS.

Basics of Enterprise Reporting: Introduction to enterprise reporting, concepts of dashboards, balanced scorecards, and overall architecture.

Basics of Enterprise Reporting: Introduction to enterprise reporting, concepts of dashboards, balanced scorecards, and overall architecture.

Data Mining Functionalities: Association rules mining, Mining Association rules from single level, multilevel transaction databases, Classification and prediction, Decision tree induction, Bayesian Classification, k-nearest neighbour classification, Cluster analysis, Types of data in clustering, categorization of clustering methods.

Data Mining Functionalities: Association rules mining, Mining Association rules from single level, multilevel transaction databases, Classification and prediction, Decision tree induction, Bayesian Classification, k-nearest neighbour classification, Cluster analysis, Types of data in clustering, categorization of clustering methods.

Case study on BI Business applications, OLTP Models, Data Models

Case study on BI Business applications, OLTP Models, Data Models

[2]Gert H.N. Laursen, JesperThorlund , Business Analytics for Managers: Taking Business Intelligence beyond Reporting Paperback , 26 Sep 2013

ESE-50%

The course is an introduction to the 8085 microprocessor and programming. Student will have both theoretical and practical approach on 8085 microprocessors.  Objective of the course is to help students to understand the basics of  8085  microprocessor- based Systems and assembly languageprogramming.

Introduction, Advances in semiconductor technology, Organization of microprocessor-based system, 8085 microprocessor.

Introduction, Advances in semiconductor technology, Organization of microprocessor-based system, 8085 microprocessor.

8085 Bus organization, Demultiplexing the bus AD7-AD0, Generating control signals. ALU, Timing and control unit, Instruction register and decoder, Register array, Decoding and executing aninstruction.

8085 Bus organization, Demultiplexing the bus AD7-AD0, Generating control signals. ALU, Timing and control unit, Instruction register and decoder, Register array, Decoding and executing aninstruction.

Opcode fetch machine cycle, Memory read machine  cycle,  Memory  write machine cycle, IO read machine cycle, IO Write machine cycle, Execution time of the instruction cycle.

Opcode fetch machine cycle, Memory read machine  cycle,  Memory  write machine cycle, IO read machine cycle, IO Write machine cycle, Execution time of the instruction cycle.

Instructions, Data format and storage, Addressing modes, Instruction  classification  – Data transfer instructions, Arithmetic instructions, Logical instructions, Branching instructions, Machine control instructions, Assembly language programs Addition / Subtraction of 8 bit data, Interchanging a  block of data, Largest of  N numbers, Number of 1‘s& 0‘s in a 8-bit data, Look-uptable.

Instructions, Data format and storage, Addressing modes, Instruction  classification  – Data transfer instructions, Arithmetic instructions, Logical instructions, Branching instructions, Machine control instructions, Assembly language programs Addition / Subtraction of 8 bit data, Interchanging a  block of data, Largest of  N numbers, Number of 1‘s& 0‘s in a 8-bit data, Look-uptable.

Counters and time delays, Time delay using  single  register  and  register  pair,  Stack  and subroutines, Call and return instructions, Advanced subroutine concept. Assembly language program Hexadecimal counter, Sum of odd and even numbers , Hex to BCD conversion.

Counters and time delays, Time delay using  single  register  and  register  pair,  Stack  and subroutines, Call and return instructions, Advanced subroutine concept. Assembly language program Hexadecimal counter, Sum of odd and even numbers , Hex to BCD conversion.

Introduction – INTR, TRAP, RST 7.5, 6.5, 5.5, RST n instruction, SIM and RIM instructions.

Introduction – INTR, TRAP, RST 7.5, 6.5, 5.5, RST n instruction, SIM and RIM instructions.

          [2]  Krishna Kant, ―Microprocessors And Microcontrollers: Architecture Programming and System Design 8085, 8086, 8051,8096‖, PHI Learning Pvt. Ltd., 2010.

[3]  M.Rafiquzzaman ―Microprocessors-Theory and Applications‖, Edition PHI, 2009.

          [4]  D.V.Hall ―Microprocessor and Digital System‖, McGraw Hill Publishing Company,2008.

            ESE: 50

Learn the concepts of basic image processing techniques includes preprocessing, segmentation, and object recognition

The origins of Digital Image Processing, Elements of Digital Image Processing System.  Image Sampling and Quantization, Basic relationships: Neighbors, Connectivity, Distance Measures between pixels, Linear and Non Linear Operations.

The origins of Digital Image Processing, Elements of Digital Image Processing System.  Image Sampling and Quantization, Basic relationships: Neighbors, Connectivity, Distance Measures between pixels, Linear and Non Linear Operations.

Gray Level Transformations, Histogram Processing, Histogram equalization.  Basics of Spatial Filters, Smoothening and Sharpening Spatial Filters.

Gray Level Transformations, Histogram Processing, Histogram equalization.  Basics of Spatial Filters, Smoothening and Sharpening Spatial Filters.

Huffman coding and Run Length encoding and decoding techniques.  A model of the Image Degradation / Restoration Process, Noise Models, Restoration in the presence of Noise

Huffman coding and Run Length encoding and decoding techniques.  A model of the Image Degradation / Restoration Process, Noise Models, Restoration in the presence of Noise

Region Based Segmentation – Region Growing and Region Splitting and Merging. Representation – Chain codes.  Point, Line and Edge detection. Thresholding – Global thresholding

Region Based Segmentation – Region Growing and Region Splitting and Merging. Representation – Chain codes.  Point, Line and Edge detection. Thresholding – Global thresholding

Introduction to Patterns and Pattern Classes. Minimum distance classifier, K-NN classifier and Bayes.  Boundary descriptors –Regional and Topological descriptors

Introduction to Patterns and Pattern Classes. Minimum distance classifier, K-NN classifier and Bayes.  Boundary descriptors –Regional and Topological descriptors

[2] B.Chanda, D. DuttaMajumdar, Digital Image Processing and analysis, 1st Edition, PHI,2011.

[2] A.K. Jain, Fundamental of Digital Image Processing, 4th Edition.PHI, 2011.

CIA-50%

Course Description

This course teaches students how to fully utilize the latest image editing tool and animation tool to create and manipulate images and animation. Students will learn to paint and retouch images, use layers, support video, work with vector tools, manage digital assets, work with RAW camera files, manage color, and prepare images for output to the web, Prepare 2D animation, interactive presentation, slideshows and Games and Enables the student to think creatively.

Graphics,  Vector  Graphics,  Raster  Graphics,  Multimedia  Definition,  Applications  of Multimedia, Advantages of Multimedia, Different types of Medias -Text, Graphics, Image, Animation, Audio, Video, Special Effects, compositing, Morphing, Virtual Reality and its applications.

Color theory, typography and File formats- Color Theory, Color Modes, Concept of Digital Images ,Image compression, Different File formats BMP , JPEG , GIF , TIFF , PDF , PSD, WBMP …etc Image for Print and WEB Resolutions, Monitor Configurations, Graphic Card.

Graphics,  Vector  Graphics,  Raster  Graphics,  Multimedia  Definition,  Applications  of Multimedia, Advantages of Multimedia, Different types of Medias -Text, Graphics, Image, Animation, Audio, Video, Special Effects, compositing, Morphing, Virtual Reality and its applications.

Color theory, typography and File formats- Color Theory, Color Modes, Concept of Digital Images ,Image compression, Different File formats BMP , JPEG , GIF , TIFF , PDF , PSD, WBMP …etc Image for Print and WEB Resolutions, Monitor Configurations, Graphic Card.

Staring to work with Adobe Photoshop, Using tools, option bar and other panels, undoing actions in Photoshop, customizing the workspace, finding resources for using Photoshop. Strategy for retouching, resolution and Image size, straightening and cropping the image, replacing the colors in image, Brush tools and options, adjusting saturation using Sponge tool, repairing with Clone Stamp, spot healing brush tool, applying content-aware patch, unsharp mask, saving image for color printing. About selecting and selection tools, Quick selection tool, Moving selected area, manipulating selections, Magic wand, lasso tools, cropping and erasing with selection, saving and retrival of selection.

Staring to work with Adobe Photoshop, Using tools, option bar and other panels, undoing actions in Photoshop, customizing the workspace, finding resources for using Photoshop. Strategy for retouching, resolution and Image size, straightening and cropping the image, replacing the colors in image, Brush tools and options, adjusting saturation using Sponge tool, repairing with Clone Stamp, spot healing brush tool, applying content-aware patch, unsharp mask, saving image for color printing. About selecting and selection tools, Quick selection tool, Moving selected area, manipulating selections, Magic wand, lasso tools, cropping and erasing with selection, saving and retrival of selection.

About layers, layers panel , Rearranging layers, applying gradient to a layer, applying a layer stylet, adding an adjustment layer, updating layer effects, adding a border, flattening and saving files.

About camera raw, processing files in camera raw, correcting digital photographs in photoshop, correcting image distortion, adding depth of field.

Working with Masks and channels, creating mask, refining mask, creating quick mask, puppet warp, working with channels. About Type, Creating clipping mask from type, creating type on a path, warping point type, designing paragraphs of type.

About layers, layers panel , Rearranging layers, applying gradient to a layer, applying a layer stylet, adding an adjustment layer, updating layer effects, adding a border, flattening and saving files.

About camera raw, processing files in camera raw, correcting digital photographs in photoshop, correcting image distortion, adding depth of field.

Working with Masks and channels, creating mask, refining mask, creating quick mask, puppet warp, working with channels. About Type, Creating clipping mask from type, creating type on a path, warping point type, designing paragraphs of type.

Paths and Pen tool, paths with artwork, creating vector objects for background, working with defined custom shapes, importing smart objects, applying filters, hand-coloring selections on a layer, applying smart filters, drop shadow and a border, color schemes , automating multistep task, stitching panorama, finishing image for Print and web.

Editing Video, creating video projects, animating text with key frames, creating effects, transitions, adding and muting audio, rendering video.

Painting with mixer brush, Selecting brush settings, mixing colors, creating custom brush preset, mixing color with a photograph. Creating slices, exporting HTML and images, using zoomify feature, creating a web gallery. Preparing for PRINT – specifying color Management settings, proofing an image, identifying out-of-gamut colors, saving as CMYK EPS files, printing.

Paths and Pen tool, paths with artwork, creating vector objects for background, working with defined custom shapes, importing smart objects, applying filters, hand-coloring selections on a layer, applying smart filters, drop shadow and a border, color schemes , automating multistep task, stitching panorama, finishing image for Print and web.

Editing Video, creating video projects, animating text with key frames, creating effects, transitions, adding and muting audio, rendering video.

Painting with mixer brush, Selecting brush settings, mixing colors, creating custom brush preset, mixing color with a photograph. Creating slices, exporting HTML and images, using zoomify feature, creating a web gallery. Preparing for PRINT – specifying color Management settings, proofing an image, identifying out-of-gamut colors, saving as CMYK EPS files, printing.

Getting to know the workspace, working with library, understanding timeline, using property inspector, using panel, using tools panel, previewing your movie, modifying with content and stage, saving and publishing.

Working with Graphics-Understanding strokes and fills, creating shapes, making selections, editing shapes, using gradients and bitmap fills, making patters and decorations, creating curves, creating and editing text.

Creating and editing symbols-Importing illustrator files, about symbols, creating symbols, importing Photoshop files, editing and managing symbols, changing the size and position of instance, understanding blend effects, applying filters and special effects.

Getting to know the workspace, working with library, understanding timeline, using property inspector, using panel, using tools panel, previewing your movie, modifying with content and stage, saving and publishing.

Working with Graphics-Understanding strokes and fills, creating shapes, making selections, editing shapes, using gradients and bitmap fills, making patters and decorations, creating curves, creating and editing text.

Creating and editing symbols-Importing illustrator files, about symbols, creating symbols, importing Photoshop files, editing and managing symbols, changing the size and position of instance, understanding blend effects, applying filters and special effects.

About animation, understanding project file, animating position, changing the pacing and timing, All types of tweening, animating filters, animating transformations, swapping tween targets, nested animations, motion blur, easing, animating 3D motion, testing movie. Creating buttons, understanding action Script 3.0, preparing the timeline, adding stop action, creating event handlers for buttons, creating destination key frames, home button with code snippets, code snippets option, and animated buttons. Adding sound and video content to flash project , encoding video files , working with text tools , hyperlinks. Publishing flash documents, understanding publishing, publishing desktop application, publishing for a mobile device.

About animation, understanding project file, animating position, changing the pacing and timing, All types of tweening, animating filters, animating transformations, swapping tween targets, nested animations, motion blur, easing, animating 3D motion, testing movie. Creating buttons, understanding action Script 3.0, preparing the timeline, adding stop action, creating event handlers for buttons, creating destination key frames, home button with code snippets, code snippets option, and animated buttons. Adding sound and video content to flash project , encoding video files , working with text tools , hyperlinks. Publishing flash documents, understanding publishing, publishing desktop application, publishing for a mobile device.

[2] Adobe Flash Professional CS6, Adobe Classroom in a Book- The official training workbook from Adobe Systems, Adobe Press, 2012. 

[2] Adobe Photoshop CS6, Adobe Classroom in a Book- The official training workbook from Adobe Systems, Adobe Press, 2012.

 [3] Chris Grover, “Flash CS6: The Missing Manual”, O’Reilly Media Inc, 1^st Edition, 2012. 

ESE - 50%

The course provides instruction and practical experience focusing on the effective use of object-oriented technologies and the judicious use of software modeling as applied to a software development process.

The inherent complexity of software, The Structure of complex systems, Bringing order to chaos, on designing complex systems, Categories of analysis and Design methods. The Object Model: The evolution of object model, Elements of object model.

The inherent complexity of software, The Structure of complex systems, Bringing order to chaos, on designing complex systems, Categories of analysis and Design methods. The Object Model: The evolution of object model, Elements of object model.

The Nature of an Object, Relationship among objects, nature of a class, Relationship among classes.

The Nature of an Object, Relationship among objects, nature of a class, Relationship among classes.

Importance of modeling, principles of modeling, object oriented modeling, overview of UML conceptual model of the UML, Architecture.

Importance of modeling, principles of modeling, object oriented modeling, overview of UML conceptual model of the UML, Architecture.

Common Mechanism: Terms and Concepts, Common modeling techniques. Diagrams, Class Diagrams.

Common Mechanism: Terms and Concepts, Common modeling techniques. Diagrams, Class Diagrams.

Interaction, Interaction diagram, Use case, Use case diagram.

Advanced Behavioral Modeling: State Machines, State Diagrams.

Interaction, Interaction diagram, Use case, Use case diagram.

Advanced Behavioral Modeling: State Machines, State Diagrams.

Deployment, Deployment Diagram, Collaboration

Case Study:  Any application can be discussed with help of an open tool.

Deployment, Deployment Diagram, Collaboration

Case Study:  Any application can be discussed with help of an open tool.

[2] Grady Booch, James Rumbaugh, Ivar Jacobson, The Unified Modeling Language User Guide, 2nd Edition, Pearson Education Inc,2013.

ESE -50%

This course aims to introduce the core fundamentals concepts of cyber security and privacy related to various processes related to IT sectors.

Building a secure organization- A Cryptography primer- detecting system IntrusionPreventing system Intrusion- Fault tolerance and Resilience in cloud computing environmentsSecurity web applications, services and servers.

Building a secure organization- A Cryptography primer- detecting system IntrusionPreventing system Intrusion- Fault tolerance and Resilience in cloud computing environmentsSecurity web applications, services and servers.

Internet Security - Botnet Problem- Intranet security- Local Area Network Security - Wireless
Network Security - Wireless Sensor Network Security- Cellular Network Security- Optical
Network Security- Optical wireless Security.

Internet Security - Botnet Problem- Intranet security- Local Area Network Security - Wireless
Network Security - Wireless Sensor Network Security- Cellular Network Security- Optical
Network Security- Optical wireless Security.

Information security essentials for IT Managers- Security Management System - Policy Driven
System Management- IT Security - Online Identity and User Management System - Intrusion
and Detection and Prevention System.

Information security essentials for IT Managers- Security Management System - Policy Driven
System Management- IT Security - Online Identity and User Management System - Intrusion
and Detection and Prevention System.

Cyber Forensics- Cyber Forensics and Incidence Response - Security e-Discovery - Network
Forensics - Data Encryption- Satellite Encryption - Password based authenticated Key
establishment Protocols.

Cyber Forensics- Cyber Forensics and Incidence Response - Security e-Discovery - Network
Forensics - Data Encryption- Satellite Encryption - Password based authenticated Key
establishment Protocols.

Privacy on the Internet - Privacy Enhancing Technologies - Personal privacy Policies -
Detection of Conflicts in security policies- privacy and security in environment monitoring
systems. Storage Area Network Security - Storage Area Network Security Devices - Risk
management - Physical Security Essentials.

Privacy on the Internet - Privacy Enhancing Technologies - Personal privacy Policies -
Detection of Conflicts in security policies- privacy and security in environment monitoring
systems. Storage Area Network Security - Storage Area Network Security Devices - Risk
management - Physical Security Essentials.

Cyber Security Metrics – Security Management Goals – Counting Vulnerabilities – Security
Frameworks – E Commerce Systems – Industrial Control Systems – Personal Mobile Devices
– Security Policy Objectives – Guidance for Decision Makers – Tone at the Top – Policy as a
Project – Cyber Security Management – Arriving at Goals – Cyber Security Documentation –
The Catalog Approach – Catalog Format – Cyber Security Policy Taxonomy.

Cyber Security Metrics – Security Management Goals – Counting Vulnerabilities – Security
Frameworks – E Commerce Systems – Industrial Control Systems – Personal Mobile Devices
– Security Policy Objectives – Guidance for Decision Makers – Tone at the Top – Policy as a
Project – Cyber Security Management – Arriving at Goals – Cyber Security Documentation –
The Catalog Approach – Catalog Format – Cyber Security Policy Taxonomy.

1. John R.Vacca, Computer and Information Security Handbook, Second Edition, Elsevier 2013.

2. Michael E. Whitman, Herbert J. Mattord, Principal of Information Security, Fourth Edition, Cengage Learning, 2012.

1. Richard E.Smith, Elementary Information Security, Second Edition, Jones and Bartlett Learning, 2016 

2. Jennifer L. Bayuk, J. Healey, P. Rohmeyer, Marcus Sachs , Jeffrey Schmidt, Joseph Weiss “Cyber Security Policy Guidebook” John Wiley & Sons 2012.

ESE 50%

The subject deals with basic model of a computer with the concepts on processor design in which data representation and instruction basics are discussed, the basics of design of an ALU, the concepts of memory design including characteristics and features of different types of memories are included. The objective of this course is to study computer architecture design by examining architectural concepts with consideration of performance, usability, reliability, and power management etc. This course covers a number of issues involved in the design and utilization of high performance computing systems.

Basic Model of a Computer, Computer Components, Register transfer and Microoperations: Register Transfer Language ,Register Transfer , Bus and Memory Transfers, Arithmetic Microoperations , Logic Microoperations , Shift Microoperations , Arithmetic Logic and Shift Unit.

Basic Model of a Computer, Computer Components, Register transfer and Microoperations: Register Transfer Language ,Register Transfer , Bus and Memory Transfers, Arithmetic Microoperations , Logic Microoperations , Shift Microoperations , Arithmetic Logic and Shift Unit.

Instruction codes, Computer registerzas, Computer Instruction, Timing and control, Instruction cycle, Memory reference instructions, Input output and Interrupt, Design of basic computer, Design of Accumulator logic.

Instruction codes, Computer registerzas, Computer Instruction, Timing and control, Instruction cycle, Memory reference instructions, Input output and Interrupt, Design of basic computer, Design of Accumulator logic.

Introduction, General Register Organization, Stacks organizations-Register stack, Memory stack, Reverse polish notation , Instruction formats- Three address instruction, two address instruction, one address instruction, zero address instruction , Addressing modes, Data transfer and manipulation- Data transfer instructions, Data manipulation instructions. Program control.

Introduction, General Register Organization, Stacks organizations-Register stack, Memory stack, Reverse polish notation , Instruction formats- Three address instruction, two address instruction, one address instruction, zero address instruction , Addressing modes, Data transfer and manipulation- Data transfer instructions, Data manipulation instructions. Program control.

Introduction, Addition and Subtraction – Addition and subtraction with signed magnitude data, addition and subtraction with signed 2‘s complement data, Multiplication Algorithms- Signed magnitude, Booth multiplication algorithm, array multiplier, Division Algorithms-signed magnitude algorithm, Decimal Arithmetic, Decimal Arithmetic Operation- Addition, Subtraction, Multiplication, Division.

Introduction, Addition and Subtraction – Addition and subtraction with signed magnitude data, addition and subtraction with signed 2‘s complement data, Multiplication Algorithms- Signed magnitude, Booth multiplication algorithm, array multiplier, Division Algorithms-signed magnitude algorithm, Decimal Arithmetic, Decimal Arithmetic Operation- Addition, Subtraction, Multiplication, Division.

Peripheral Device, Input Output Interface – I/O bus and interface modules , I/O versus memory bus, Asynchronous data transfer, Modes of transfer – programmed I/O , Interrupt initiated I/O, Priority Interrupt- Daisy chaining priority, parallel priority interrupt, Priority encoder, Interrupt cycle, Direct Memory Access – DMA controller and DMA transfer.

Peripheral Device, Input Output Interface – I/O bus and interface modules , I/O versus memory bus, Asynchronous data transfer, Modes of transfer – programmed I/O , Interrupt initiated I/O, Priority Interrupt- Daisy chaining priority, parallel priority interrupt, Priority encoder, Interrupt cycle, Direct Memory Access – DMA controller and DMA transfer.

Serial Access Memories, Access Methods, Memory Organization, Magnetic Surface Recording, Magnetic Disk Memories, Optical Memories, Memory Systems, Multilevel Memories, General Characteristics, Virtual Memory, Locality of Reference, Address Translation, Base Addressing, Cache, Main Features, Cache Organization, Cache operation, Associative Memory.

Serial Access Memories, Access Methods, Memory Organization, Magnetic Surface Recording, Magnetic Disk Memories, Optical Memories, Memory Systems, Multilevel Memories, General Characteristics, Virtual Memory, Locality of Reference, Address Translation, Base Addressing, Cache, Main Features, Cache Organization, Cache operation, Associative Memory.

[2] Hayes, John. P. Computer Architecture and Organization 3rd Edition, McGraw-Hill, International Editions, 2011.

ESE -50%

This main aim of the course is to learn about the system software, which is a software designed to operate and control the computer hardware. Students will be learning different concepts of system software, like compiler phases. Marco language and processors etc. Provides basic knowledge of various system software, to get deeper understanding of working of a computer system.

System Software.Evolution of Components of a Programming System, General Machine Structure - Memory, Registers, Data and Instructions. Machine Language - No Looping, Address modification using instruction as Data and Index registers, Looping. Assembly Language Program using Literals and pseudo -ops.

System Software.Evolution of Components of a Programming System, General Machine Structure - Memory, Registers, Data and Instructions. Machine Language - No Looping, Address modification using instruction as Data and Index registers, Looping. Assembly Language Program using Literals and pseudo -ops.

General design procedure, Design of Assembler- Statement of problem, Data Structures, Format of Databases, Algorithm 2-pass assembler in brief with flowchart.

General design procedure, Design of Assembler- Statement of problem, Data Structures, Format of Databases, Algorithm 2-pass assembler in brief with flowchart.

Macro instructions, Features of Macro facility , Macro instruction argument, Conditional Macro expansions, Macro call within Macro, Implementation

Macro instructions, Features of Macro facility , Macro instruction argument, Conditional Macro expansions, Macro call within Macro, Implementation

Loader Schemes - Compile and Go Loader, General Loader scheme, Absolute Loaders, Subroutine Linkages, Relocating Loaders, Direct-Linking Loaders Binders, Linking loaders, Overlays, Dynamic Binders, Design of an Absolute Loader, Design of direct linking loader

Loader Schemes - Compile and Go Loader, General Loader scheme, Absolute Loaders, Subroutine Linkages, Relocating Loaders, Direct-Linking Loaders Binders, Linking loaders, Overlays, Dynamic Binders, Design of an Absolute Loader, Design of direct linking loader

Statement of problem – Problem No1 - Recognizing basic elements, Problem No 2 - Recognizing syntactic units and interpreting meaning, Intermediate form , Problem no 3 – storage allocation, problem no 4 – code generation, General model of compiler, General model of compiler

Statement of problem – Problem No1 - Recognizing basic elements, Problem No 2 - Recognizing syntactic units and interpreting meaning, Intermediate form , Problem no 3 – storage allocation, problem no 4 – code generation, General model of compiler, General model of compiler

Different phases- Lexical Phase, Syntax Phase, Interpretation Phase, Optimization Phase, Storage Assignment Phase, Code Generation Phase and ,Assembly phase. Passes of a Compiler with flow chart.

Different phases- Lexical Phase, Syntax Phase, Interpretation Phase, Optimization Phase, Storage Assignment Phase, Code Generation Phase and ,Assembly phase. Passes of a Compiler with flow chart.

[2] D.M.Dhamdere, Introduction to System Software , McGraw-Hill Education, First Reprint,2011.

ESE-50%

This course focuses on developing applications for modern Smartphone operating systems. Most of the course is dedicated to Google's Android and Microsoft‘s Windows. Rapid application development techniques are covered, as well as setup of the development environment, real-world testing, anddeployment.

•       To provide a practical approach to Windows and Android mobile application development.

•       To make students understand, how to develop and deploy an application to the app market.

1.  Creating “Hello world”Application.

2.  Creating an Application that displays message based on the screenorientation.

3.  Create an application that displays custom designed OpeningScreen.

4.  Play an audio, based on the userevent.

5.  Create an UI with allviews.

6.  Create menu inApplication.

7.  Read/ write the Localdata.

8.  Create / Read / Write data with database (SQLite).

9.  Create an application to sendSMS.

10.  Create an application to send ane-mail.

11.  Display Map based on the Current/givenlocation.

12.  Learn to deploy androidApplications.

1.  Creating “Hello world”Application.

2.  Creating an Application that displays message based on the screenorientation.

3.  Create an application that displays custom designed OpeningScreen.

4.  Play an audio, based on the userevent.

5.  Create an UI with allviews.

6.  Create menu inApplication.

7.  Read/ write the Localdata.

8.  Create / Read / Write data with database (SQLite).

9.  Create an application to sendSMS.

10.  Create an application to send ane-mail.

11.  Display Map based on the Current/givenlocation.

12.  Learn to deploy androidApplications.

ESE 50%

-

Program 1 - Basic statements in Mongo DB

Program 2 - Query Filters in Mongo DB

Program 3 - CRUD Operations in Mongo DB

Program 4 – Arithmetic Operations in Mongo DB

Program 5 - Mongo DB Aggregate Functions

Program 6 – Mongo DB Sorting and Group by clause

Program 7 - Data Manipulation in Cassandra

Program 8 - NoSQL Storage Architecture (Tree Structure)

Program 9 - User-Defined Function in Cassandra

Program 10 - User-Defined Aggregate in Cassandra

Program 11 - Clustering and Partitioning in Cassandra

Program 12 - MAPREDUCE in Mongo DB

Program 13 - Indexing and Collation in Mongo DB

Program 14 - Sorting in Mongo DB

Program 15 - Importing a CSV File in Mongo DB

Program 1 - Basic statements in Mongo DB

Program 2 - Query Filters in Mongo DB

Program 3 - CRUD Operations in Mongo DB

Program 4 – Arithmetic Operations in Mongo DB

Program 5 - Mongo DB Aggregate Functions

Program 6 – Mongo DB Sorting and Group by clause

Program 7 - Data Manipulation in Cassandra

Program 8 - NoSQL Storage Architecture (Tree Structure)

Program 9 - User-Defined Function in Cassandra

Program 10 - User-Defined Aggregate in Cassandra

Program 11 - Clustering and Partitioning in Cassandra

Program 12 - MAPREDUCE in Mongo DB

Program 13 - Indexing and Collation in Mongo DB

Program 14 - Sorting in Mongo DB

Program 15 - Importing a CSV File in Mongo DB

ESE - 50%

To acquire knowledge in three dimensional modelling and animation using 3DS Max software and to render the animated scene effectively using light and material design.

1. Modelling basic objects using standard primitives. 

2. Editing shapes with meshes.

1. Modelling basic objects using standard primitives. 

2. Editing shapes with meshes.

1. Modelling basic objects using standard primitives. 

2. Editing shapes with meshes.

3. Transformations and filling of images. 

4. Working with color palette and layers.

3. Transformations and filling of images. 

4. Working with color palette and layers.

3. Transformations and filling of images. 

4. Working with color palette and layers.

5. Enhancing objects with lights and shadow. 

6. Enhancing models with materials.

5. Enhancing objects with lights and shadow. 

6. Enhancing models with materials.

5. Enhancing objects with lights and shadow. 

6. Enhancing models with materials.

7. Creation of images with special effects. 

8. Rendering a Scene with layers in the time line.

7. Creation of images with special effects. 

8. Rendering a Scene with layers in the time line.

7. Creation of images with special effects. 

8. Rendering a Scene with layers in the time line.

9. Keyframe animation.

9. Keyframe animation.

9. Keyframe animation.

10. Rendering the animation.

10. Rendering the animation.

10. Rendering the animation.

1. R. L. Derakhshani and D. Derakhshani, Autodesk 3ds Max Essential. Sybex, 2011.

2. K. L. Murdock, 3ds Max 2012 Bible. Wiley, 2011.

3. T. Mullen, Introducing Character Animation with Blender. Sybex, 2007.

Attendance - 20 Marks

-------------------------------

Total - 100 marks (Entered after last working day)

-------------------------------

Lab test-1: 20 Marks

Lab test-2: 25 Marks

Lab test-3: 25 Marks

Lab test-4: 30 Marks

-----------------------------------

Total(ESE): 100 Marks (Entered during ESE Exam- Tab Entry)

Many organizations have a wealth of data residing in their databases, and generate additional valuable data that is often not captured. Business intelligence BI is the process of collecting and turning this resource into business value. This course will provide an understanding of data organization, and examine the BI processes and techniques used in transforming data to knowledge and value. The fundamental objective of this course is for the student to develop knowledge and expertise on "how to select and/or develop, and deploy an information system. Analyze managerial decision situations to determine whether it is practical to support them with computer technology. 

1. Practice various data access methods using python for the Representation formats like CSV, FLV,

ARFF, XML.

2. Implement data conversion. eg. CSV2ARFF file format conversion in Java.

1. Practice various data access methods using python for the Representation formats like CSV, FLV,

ARFF, XML.

2. Implement data conversion. eg. CSV2ARFF file format conversion in Java.

1. Practice various data access methods using python for the Representation formats like CSV, FLV,

ARFF, XML.

2. Implement data conversion. eg. CSV2ARFF file format conversion in Java.

3. Configuring and testing the ETL tools.

4. Implement pipeline, sampling.

5. Implement surrogate keys.

3. Configuring and testing the ETL tools.

4. Implement pipeline, sampling.

5. Implement surrogate keys.

3. Configuring and testing the ETL tools.

4. Implement pipeline, sampling.

5. Implement surrogate keys.

6. Implement change in dimensions.

7. Practice data source views, dimensions, hierarchies.

8. Implement OLAP explorative data analysis with Pivot Tables.

6. Implement change in dimensions.

7. Practice data source views, dimensions, hierarchies.

8. Implement OLAP explorative data analysis with Pivot Tables.

6. Implement change in dimensions.

7. Practice data source views, dimensions, hierarchies.

8. Implement OLAP explorative data analysis with Pivot Tables.

9. Implement the metrics.

10. Implement Parent-child hierarchies. ROLAP and MOLAP.

11. Implement SQL reporting services.

9. Implement the metrics.

10. Implement Parent-child hierarchies. ROLAP and MOLAP.

11. Implement SQL reporting services.

9. Implement the metrics.

10. Implement Parent-child hierarchies. ROLAP and MOLAP.

11. Implement SQL reporting services.

12. Configuring and testing Weka API

13. Implement data mining preprocessing in Weka explorer and knowledge flow.

12. Configuring and testing Weka API

13. Implement data mining preprocessing in Weka explorer and knowledge flow.

12. Configuring and testing Weka API

13. Implement data mining preprocessing in Weka explorer and knowledge flow.

14. Implement classification in Weka explorer and knowledge flow.

15. Implement association rules in Weka.

14. Implement classification in Weka explorer and knowledge flow.

15. Implement association rules in Weka.

14. Implement classification in Weka explorer and knowledge flow.

15. Implement association rules in Weka.

ESE -50%

Students are able to understand Assemply level language Programming.

1. Program to add two 8-bit numbers.

2. Program to subtract two 8-bit numbers.

1. Program to add two 8-bit numbers.

2. Program to subtract two 8-bit numbers.

3. Program to add two multi byte binary number.

4. Program to add N one byte numbers.

3. Program to add two multi byte binary number.

4. Program to add N one byte numbers.

5. Program to add two BCD numbers.

6. Program to implement multiplication by successive addition method.

7. Program to find square of decimal number using Look-up table.

5. Program to add two BCD numbers.

6. Program to implement multiplication by successive addition method.

7. Program to find square of decimal number using Look-up table.

8. Program to move data block with and without overlap.

9. Program to find the smallest of N numbers.

10. Program to perform linear search over a set of N numbers. Display FF and its position if found otherwise 00.

11. Program to check the 4th bit a number is 0 or 1. Display FF if 1 otherwise display 00.

8. Program to move data block with and without overlap.

9. Program to find the smallest of N numbers.

10. Program to perform linear search over a set of N numbers. Display FF and its position if found otherwise 00.

11. Program to check the 4th bit a number is 0 or 1. Display FF if 1 otherwise display 00.

12. Program to find number of 1‘s and 0‘s in 8-bit number.

13. Program to find sum of ODD and EVEN numbers.

14. Program to sort an array.

12. Program to find number of 1‘s and 0‘s in 8-bit number.

13. Program to find sum of ODD and EVEN numbers.

14. Program to sort an array.

15. Program to implement BINARY to BCD conversion using subroutine.

16. Program to implement decimal up counter.

17. Program to implement real time clock.

18. Program to display BCA.

15. Program to implement BINARY to BCD conversion using subroutine.

16. Program to implement decimal up counter.

17. Program to implement real time clock.

18. Program to display BCA.

ESE-50%

Students are able to understand Image types and image processing techniques.

1.               Write a program to display frequency of each pixel occurring in a row of an image.

2.               Write a program to convert color images to Gray scale Images.

1.               Write a program to display frequency of each pixel occurring in a row of an image.

2.               Write a program to convert color images to Gray scale Images.

3.               Write a program to perform Rotation of images using different methods.

4.               Write a program to perform resizing of images using different methods.

3.               Write a program to perform Rotation of images using different methods.

4.               Write a program to perform resizing of images using different methods.

5.               Write a program to implement Contrast stretching

6.               Write a program to demonstrate smoothening of an image

5.               Write a program to implement Contrast stretching

6.               Write a program to demonstrate smoothening of an image

7.               Write a program to perform non-linear filtering of an image(Median)

8.               Write a program to implement of Edge detection

7.               Write a program to perform non-linear filtering of an image(Median)

8.               Write a program to implement of Edge detection

9.               Write a program to extract the three color components in the images

10.            Write a program to perform bit plane slicing.

9.               Write a program to extract the three color components in the images

10.            Write a program to perform bit plane slicing.

ESE -50%

Student will develop a project based on their based on their field of interest and specialization papers which students are opted for.

CIA:50%

Machine learning is a discipline that focuses on algorithms which transform data  into actionable knowledge. This is an introductory course in machine learning to  provide  foundation to the core machine learning principles and theirreal word applications.

The objective of this course is to provide introduction to the principles and applications of machine learning algorithms.

Origins of Machine Learning- Uses and abuses of machine learning- Machine learning successes - limits of machine learning - machine learning ethics-data storage – abstraction – generalization – evaluation - How machines learn- Machine Learning in practice – types of input data – types of machine learning algorithms – matching input data to algorithms Exploring and understanding data – exploring the structure of data – exploring numeric variables–exploringcategoricalvariables–exploring the relationship among variables

Lab Exercises

1.      Demonstrate data Exploration (NumericData)

2.      Demonstrate data Exploration (Categorical and NominalData)

Origins of Machine Learning- Uses and abuses of machine learning- Machine learning successes - limits of machine learning - machine learning ethics-data storage – abstraction – generalization – evaluation - How machines learn- Machine Learning in practice – types of input data – types of machine learning algorithms – matching input data to algorithms Exploring and understanding data – exploring the structure of data – exploring numeric variables–exploringcategoricalvariables–exploring the relationship among variables

Lab Exercises

1.      Demonstrate data Exploration (NumericData)

2.      Demonstrate data Exploration (Categorical and NominalData)

Origins of Machine Learning- Uses and abuses of machine learning- Machine learning successes - limits of machine learning - machine learning ethics-data storage – abstraction – generalization – evaluation - How machines learn- Machine Learning in practice – types of input data – types of machine learning algorithms – matching input data to algorithms Exploring and understanding data – exploring the structure of data – exploring numeric variables–exploringcategoricalvariables–exploring the relationship among variables

Lab Exercises

1.      Demonstrate data Exploration (NumericData)

2.      Demonstrate data Exploration (Categorical and NominalData)

Origins of Machine Learning- Uses and abuses of machine learning- Machine learning successes - limits of machine learning - machine learning ethics-data storage – abstraction – generalization – evaluation - How machines learn- Machine Learning in practice – types of input data – types of machine learning algorithms – matching input data to algorithms Exploring and understanding data – exploring the structure of data – exploring numeric variables–exploringcategoricalvariables–exploring the relationship among variables

Lab Exercises

1.      Demonstrate data Exploration (NumericData)

2.      Demonstrate data Exploration (Categorical and NominalData)

Lazy Learning – Classification using Nearest neighbor- Understanding nearest neighbor classification- measuring similarity with distance-choosing appropriate K, preparing data for use with KNN-Why is K-NN algorithmLazy

Probabilistic Learning – Classification using Naïve Bayes- Understanding  naïve  Bayes  –  basic concepts of Bayesian Methods-understanding probability -understanding joint  probability- The naïve Bayes algorithm-classification with naïve Bayes- The  Laplace  corrector, using numeric features for naïve Bayes

Lab Exercises

3.      Demonstrate KNNclassification

4.      Demonstrate Naïve Bayesclassification

Lazy Learning – Classification using Nearest neighbor- Understanding nearest neighbor classification- measuring similarity with distance-choosing appropriate K, preparing data for use with KNN-Why is K-NN algorithmLazy

Probabilistic Learning – Classification using Naïve Bayes- Understanding  naïve  Bayes  –  basic concepts of Bayesian Methods-understanding probability -understanding joint  probability- The naïve Bayes algorithm-classification with naïve Bayes- The  Laplace  corrector, using numeric features for naïve Bayes

Lab Exercises

3.      Demonstrate KNNclassification

4.      Demonstrate Naïve Bayesclassification

Lazy Learning – Classification using Nearest neighbor- Understanding nearest neighbor classification- measuring similarity with distance-choosing appropriate K, preparing data for use with KNN-Why is K-NN algorithmLazy

Probabilistic Learning – Classification using Naïve Bayes- Understanding  naïve  Bayes  –  basic concepts of Bayesian Methods-understanding probability -understanding joint  probability- The naïve Bayes algorithm-classification with naïve Bayes- The  Laplace  corrector, using numeric features for naïve Bayes

Lab Exercises

3.      Demonstrate KNNclassification

4.      Demonstrate Naïve Bayesclassification

Lazy Learning – Classification using Nearest neighbor- Understanding nearest neighbor classification- measuring similarity with distance-choosing appropriate K, preparing data for use with KNN-Why is K-NN algorithmLazy

Probabilistic Learning – Classification using Naïve Bayes- Understanding  naïve  Bayes  –  basic concepts of Bayesian Methods-understanding probability -understanding joint  probability- The naïve Bayes algorithm-classification with naïve Bayes- The  Laplace  corrector, using numeric features for naïve Bayes

Lab Exercises

3.      Demonstrate KNNclassification

4.      Demonstrate Naïve Bayesclassification

Divide and conquer-classification using decision trees and rules-understanding decision trees

– the C5.0 algorithm - choosing the best split – pruning the decision tree - understanding classification rules – Separate and Conquer – The 1R algorithm – the RIPPER algorithm – Rules from decision tree – what makes trees and rules greedy

Lab Exercises

5.      Demonstrate classification using decisionTree