Program Educational Objectives (PEO)

The graduates of Computer Science and Engineering will be able to:

• Contribute good innovative ideas to  the society as computer professionals.
• Work as a team with effective communication skills and leadership qualities.
• Outface the survival of the fittest to be a good entrepreneur and a researcher.
• Analyze, design and solve interdisciplinary problems systematically and effectively.

Programme Outcomes (PO)

The graduates of Computer Science and Engineering will be able to :

• Engineering knowledge: Apply the knowledge of mathematics, science, engineering fundamentals, and an engineering specialization to the solution of complex engineering problems.
• Problem analysis: Identify, formulate, review research literature, and analyze complex engineering problems reaching substantiated conclusions using first principles of mathematics, natural sciences, and engineering sciences.
• Design/development of solutions: Design solutions for complex engineering problems and design system components or processes that meet the specified needs with appropriate consideration for the public health and safety, and the cultural, societal, and environmental considerations.
• Conduct investigations of complex problems: Use research-based knowledge and research methods including design of experiments, analysis and interpretation of data, and synthesis of the information to provide valid conclusions.
• Modern tool usage: Create, select, and apply appropriate techniques, resources, and modern engineering and IT tools including prediction and modeling to complex engineering activities with an understanding of the limitations.
• The engineer and society: Apply reasoning informed by the contextual knowledge to assess societal, health, safety, legal and cultural issues and the consequent responsibilities relevant to the professional engineering practice.
• Environment and sustainability: Understand the impact of the professional engineering solutions in societal and environmental contexts, and demonstrate the knowledge of, and need for sustainable development.
• Ethics: Apply ethical principles and commit to professional ethics and responsibilities and norms of the engineering practice.
• Individual and team work: Function effectively as an individual, and as a member or leader in diverse teams, and in multidisciplinary settings.
•  Communication: Communicate effectively on complex engineering activities with the engineering community and with society at large, such as, being able to comprehend and write effective reports and design documentation, make effective presentations, and give and receive clear instructions.
• Project management and finance: Demonstrate knowledge and understanding of the engineering and management principles and apply these to one’s own work, as a member and leader in a team, to manage projects and in multidisciplinary environments.
•  Life-long learning: Recognize the need for, and have the preparation and ability to engage in independent and life-long learning in the broadest context of technological change.

Programme Specific Outcomes (PSO)

The graduates of Computer Science and Engineering will be able to :

• Apply the fundamentals and recent techniques to solve the industry specific problems.
• Design and Deploy secured networked systems.
•  Evolve advanced software technologies and tools to meet industrial standards
•  Design and develop integrated and logic systems.

• MAT 102 VECTOR CALCULUS, DIFFERENTIAL EQUATIONS AND TRANSFORMS
• CYT 100 ENGINEERING CHEMISTRY
• EST 100 ENGINEERING MECHANICS
• EST 130 BASICS OF ELECTRICAL ELECTRONICS ENGINEERING
• HUN 102 PROFESSIONAL COMMUNICATION
• EST 102 PROGRAMMING IN C
• CYL 120 ENGINEERING CHEMISTRY LAB
• ESL 130 ELECTRICAL AND ELECTRONICS WORKSHOP

• MAT 203 DISCRETE MATHEMATICAL STRUCTURES
• CST 201 DATA STRUCTURES
• CST 203 LOGIC SYSTEM DESIGN
• CST 205 OBJECT ORIENTED PROGRAMMING USING JAVA
• HUT 200 PROFESSIONAL ETHICS
• MCN 201 SUSTAINABLE ENGINEERING
• CSL 201 DATA STRUCTURES LAB
• CSL 203 OBJECT ORIENTED PROGRAMMING LAB IN JAVA
• CST 283 PYTHON FOR MACHINE LEARNING
• ECT 281 ELECTRONIC CIRCUITS

• MAT 206 GRAPH THEORY
• CST 202 COMPUTER ORGANIZATION AND ARCHITECUTRE
• CST 204 DATABASE MANAGEMENT SYSTEMS
• CST 206 OPERATING SYSTEMS
• EST 200 DESIGN AND ENGINEERING
• MCN 202 CONSTITUTION OF INDIA
• CSL 202 DIGITAL LAB
• CSL 204 OPERATING SYSTEMS LAB
• CST 294 COMPUTATIONAL FUNDAMENTALS FOR MACHINE LEARNING (HONOURS)

• CST 301 FORMAL LANGUAGES AND AUTOMATA THEORY
• CST 303 COMPUTER NETWORKS
• CST 305 SYSTEM SOFTWARE
• CST 307 MICROPROCESSORS AND MICROCONTROLLERS
• CST 309 MANAGEMENT OF SOFTWARE SYSTEMS
• MCN 301 DISASTER MANAGEMENT
• CSL 331 SYSTEM SOFTWRE AND MICROPROCESSORS LAB
• CSL 333 DATABASE MANAGEMENT SYSTEMS LAB
• CST 383 CONCEPTS IN MACHINE LEARNING

• CST 302 COMPILER DESIGN
• CST 304 COMPUTER GRAPHICS AND IMAGE PROCESSING
• CST 306 ALGORITHM ANALYSIS AND DESIGN
• CSL 362 PROGRAMMING IN PYTHON
• CST 372 DATA AND COMPUTER COMMUNICATION
• HUT 300 INDUSTRIAL ECONOMICS AND FORIEGN TRADE
• CST 308 COMPREHENSIVE COURSE WORK
• CSL 332 NETWORKING LAB
• CSD 334 MINI PROJECT

• CST 401 ARTIFICIAL INTELLIGENCE
• CST 443 SECURITY IN COMPUTING
• CST 463 WEB PROGRAMMING
• CST 423 CLOUD COMPUTING
• CET 445 NATURAL DISASTER AND MITIGATATION
• EET 445 ELECTRIC VEHICLES
• MET 445 RENEWABLE ENERGY ENGINEERING
• MCN 401 INDUSTRIAL SAFETY ENGINEERING
• CSL 411 COMPILER LAB
• CSQ 413 SEMINAR
• CSD 415 PROJECT PHASE 1

• CST 402 DISTRIBUTED COMPUTING
• CST 444 SOFT COMPUTING
• CST 464 EMBEDDED SYSTEMS
• CST 423 CLIENT SERVER ARCHITECTURE
• CST 476 MOBILE COMPUTING
• CST 448 INTERNET OF THINGS
• CST 404 COMPREHENSIVE COURSE VIVA
• CSD 416 PROJECT PHASE 2
• CSD 496 MINIPROJECT (HONOURS)

MAT 102 – VECTOR CALCULUS, DIFFERENTIAL EQUATIONS AND TRANSFORMS

• CO1 – Compute the derivatives and line integrals of vector functions and learn their applications.
• CO2 – Evaluate surface and volume integrals and learn their inter-relations and applications.
• CO3 – Solve homogeneous and non-homogeneous linear differential equation with constant coefficients.
• CO4 – Compute Laplace transform and apply them to solve ODEs arising in engineering.
• CO5 – Determine the Fourier transforms of functions and apply them to solve problems arising in engineering.

CYT 100 – ENGINEERING CHEMISTRY

• CO1 – Apply the basic concepts of electrochemistry and corrosion to explore its possible applications in various engineering fields.
• CO2 – Understand various spectroscopic techniques like UV-Visible, IR, NMR and its applications.

• CO3 – Apply the knowledge of analytical methods for characterizing a chemical compound. Understand the basic concept of SEM for surface characterisation of nanomaterials.
• CO4 – Learn about the basics of stereochemistry and its application.Apply the knowledge of conducting polymers in engineering.
• CO5 – Study various types of water treatment methods to develop skills for treating wastewater.

EST 100 – ENGINEERING MECHANICS

• CO1 – Recall principles and theorems related to rigid body mechanics.
• CO2 – Identify and describe the components of system of forces acting on the rigid body.
• CO3 – Apply the conditions of equilibrium to various practical problems involving different force system.
• CO4 – Choose appropriate theorems, principles or formulae to solve problems of mechanics.
• CO5 – Solve problems involving rigid bodies, applying the properties of distributed areas and masses.

EST130 – BASICS OF ELECTRICAL & ELECTRONICS ENGINEERING

• CO1 – Apply fundamental concepts and circuit laws to solve simple DC electric circuits.
• CO2 – Develop and solve models of magnetic circuits.
• CO3 – Apply the fundamental laws of electrical engineering to solve simple ac circuits in steady state.
• CO4 – Familiarization of active and passive components and its basic principles
• CO5 – Outline the principle of voltage amplifier and Electronic instrumentation system.
• CO6 – Explain the principle of radio and cellular communication.

HUN 102 – PROFESSIONAL COMMUNICATION  

• CO1 – Develop vocabulary and language skills relevant to engineering as a profession.
• CO2 – Analyse, interpret and effectively summarise a variety of textual content.
• CO3 – Create effective technical presentations.
• CO4 – Discuss a given technical/non-technical topic in a group setting and arrive at generalisations/consensus.

• CO5 – Identify drawbacks in listening patterns and apply listening techniques for specific needs.
• CO6 – Create professional and technical documents that are clear and adhering to all the necessary conventions.

CYL 120 – ENGINEERING CHEMISTRY LAB

• CO1 – Understand and practise different techniques of quantitative chemical analysis to generate experimental skills and apply these skills to various analyses.
• CO2 – Develop skills relevant to synthesise organic polymers and acquire the practical skill to use TLC for the identification of drugs.
• CO3 – Acquire the ability to understand, explain and use instrumental techniques for chemical analysis.
• CO4 – Learn to design and carry out scientific experiments as well as accurately record and analyse the results of such experiments.

ESL130 – ELECTRICAL & ELECTRONICS WORKSHOP

• CO1 – Demonstrate safety measures against electric shocks
• CO2 – Identify the tools used for electrical wiring, electrical accessories, wires, cables, batteries and standard symbols.
• CO3 – Develop the connection diagram, identify the suitable accessories and materials necessary for wiring simple lighting circuits for domestic buildings.
• CO4 – Identify and test various electronic components. Draw circuit schematics with EDA tools.
• CO5 – Assemble and test electronic circuits on boards.
• CO6 – Work in a team with good interpersonal skills.

MAT 203 – DISCRETE MATHEMATICAL STRUCTURES

• CO1- Check the validity of predicates in Propositional and Quantified Propositional Logic using truth tables, deductive reasoning and inference theory on Propositional Logic
• CO2 – Solve counting problems by applying the elementary counting techniques – Rule of Sum, Rule of Product, Permutation, Combination, Binomial Theorem, Pigeonhole Principle and Principle of Inclusion and Exclusion
• CO3 – Classify binary relations into various types and illustrate an application for each type of binary relation, in Computer Science, illustrate an application for Partially Ordered Sets and Complete Lattices, in Computer Science.
• CO4 – Explain Generating Functions and solve First Order and Second Order Linear Recurrence Relations with Constant Coefficients.
• CO5 – Illustrate the abstract algebraic systems – Semigroups, Monoids, Group Homomorphism and Isomorphism of Monoids and Groups.

CST 201 – DATA STRUCTURES

• CO1 – Design an algorithm for a computational task and calculate the time/space complexities of that algorithm.
• CO2 – Identify the suitable data structure (array) to represent a data item required to be processed to solve a given computational problem and write an algorithm to find the solution of the computational problem.
• CO3 – Identify the suitable data structure (linked list) to represent a data item required to be processed to solve a given computational problem and write an algorithm to find the solution of the computational problem.
• CO4 – Write an algorithm to find the solution of a computational problem by selecting an appropriate data structure (binary tree/graph) to represent a data item to be processed
• CO5 – Select appropriate sorting algorithms to be used in specific circumstances. Store a given dataset using an appropriate Hash Function to enable efficient access of data in the given set. Design and implement Data Structures for solving real world problems efficiently.

CST 203 – LOGIC SYSTEM DESIGN

• CO1 – Illustrate decimal, binary, octal, hexadecimal and BCD number systems, perform conversions among them and do the operations – complementation, addition, subtraction, multiplication and division on binary numbers
• CO2 – Simplify a given Boolean Function and design a combinational circuit to implement the simplified function using Digital Logic Gates
• CO3 – Design combinational circuits – Adders, Code Convertors, Decoders, Magnitude Comparators, Parity Generator/Checker and design the Programmable Logic Devices – ROM and PLA.
• CO4 – Design sequential circuits – Registers, Counters and Shift Registers.
• CO5 – Use algorithms to perform addition and subtraction on binary, BCD and floating point numbers

CST 205 – OBJECT ORIENTED PROGRAMMING USING JAVA

• CO1 – Understand and differentiate the Approaches to Software Design. Understand the object oriented concepts (classes, objects, constructors, data hiding, inheritance and polymorphism) and Java Apply the Object modeling using UML
• CO2 – Utilize datatypes, operators and control statements. Apply the basic OOPs using Java
• CO3 – Utilize built in packages & interfaces, Input/output Streams and Files in Java to develop programs Illustrate how robust programs can be written in Java using exception handling mechanism
• CO4 – Understand and utilize the Advanced features of Java. (Java Library, Collections framework, Collections Class and Event Handling) Write application programs in Java using multithreading and database connectivity.
• CO5 – Write Graphical User Interface based application programs by utilizing event handling features and Swing in Java. Understand and apply the Concepts of creating and executing queries in Java Database Connectivity (JDBC).

HUT 200 – PROFESSIONAL ETHICS

• CO1 – Understand the core values that shape the ethical behavior of a professional.
• CO2 – Adopt a good character and follow an ethical life.
• CO3 – Explain the role and responsibility in technical development by keeping personal ethics and legal ethics.
• CO4 – Solve moral and ethical problems through exploration and assessment by established experiments.
• CO5 – Apply the knowledge of human values and social values to contemporary ethical dilemmas and global issues.

MCN 201 – SUSTAINABLE ENGINEERING

• CO1 – Understand the relevance and the concept of sustainability and the global initiatives in this direction
• CO2 – Explain the different types of environmental pollution problems and their sustainable solutions
• CO3 – Discuss the environmental regulations and standards
• CO4 – Outline the concepts related to conventional and non-conventional energy
• CO5 – Demonstrate the broad perspective of sustainable practices by utilizing engineering knowledge and principles

CSL 201 – DATA STRUCTURES LAB

• CO1 – Write a time/space efficient program using arrays/linked lists/trees/graphs to provide necessary functionalities meeting a given set of user requirements
• CO2 – Write a time/space efficient program to sort a list of records based on a given key in the record
• CO3 – Design and implement an efficient data structure to represent given data
• CO4 – Write a time/space efficient program to convert an arithmetic expression from one notation to another
• CO5 – Write a program using linked lists to simulate Memory Allocation and Garbage Collection

CSL 203 – OBJECT ORIENTED PROGRAMMING LAB IN JAVA

• CO1 – Implement the Object Oriented concepts – constructors, inheritance, method overloading & overriding and polymorphism in Java.
• CO2 – Implement programs in Java which use datatypes, operators, control statements, built in packages & interfaces, Input/output streams and Files
• CO3 – Implement robust application programs in Java using exception handling
• CO4 – Implement application programs in Java using multithreading and database connectivity
• CO5 – Implement Graphical User Interface based application programs by utilizing event handling features and Swing in Java.

ECT281 – ELECTRONIC CIRCUITS

• CO1 – Realize simple circuits using diodes, resistors and capacitors
• CO2 – Design amplifier and oscillator circuits
• CO3 – Design Power supplies, D/A and A/D convertors for various applications
• CO4 – Design and analyse circuits using operational amplifiers

CST283 – PYTHON FOR MACHINE LANGUAGE

• CO1 – Write, test and debug Python programs
• CO2 – Illustrate uses of conditional (if, if-else, if-elif-else and switch-case) and iterative (while and for) statements in Python programs
• CO3 – Develop programs by utilizing the modules Lists, Tuples, Sets and Dictionaries in Python
• CO4 – Implement Object Oriented programs with exception handling
• CO5 – Write programs in Python to process data stored in files by utilizing the modules Numpy, Matplotlib, and Pandas

MAT 206 – GRAPH THEORY

• CO1 – Explain vertices and their properties, types of paths, and classification of graphs
• CO2 – Demonstrate the fundamental theorems on Eulerian and Hamiltonian graphs.
• CO3 – Explain trees and their properties and Illustrate the working of Prim’s and Kruskal’s algorithms for finding minimum cost spanning tree and Dijkstra’s and Floyd-Warshall algorithms for finding shortest paths.
• CO4 – Explain planar graphs, their properties and an application for planar graphs.
• CO5 – Illustrate how one can represent a graph in a computer, explain the Vertex Color problem in graphs and illustrate an example application for vertex coloring.

CST 202 – COMPUTER ORGANIZATION AND ARCHITECUTRE

• CO1 – Recognize and express the relevance of basic components, I/O organization and pipelining schemes in a digital computer. Explain the types of memory systems and mapping functions used in memory systems.
• CO2 – Demonstrate the control signals required for the execution of a given instruction. Illustrate the design of Arithmetic Logic Unit and explain the usage of registers.
• CO3 – Explain the implementation aspects of arithmetic algorithms in a digital computer.
• CO4 – Develop the control logic for a given arithmetic problem.
• CO5 – Illustrate the details about interrupt in details and cache memory.

CST 204 – DATABASE MANAGEMENT SYSTEMS

• CO1 – Summarize and exemplify fundamental nature and characteristics of database systems and model real word scenarios given as informal descriptions, using Entity Relationship diagrams
• CO2 – Model and design solutions for efficiently representing and querying data using relational model
• CO3 – Demonstrate the features of indexing and hashing in database applications
• CO4 – Interpret the concept of functional dependency, types of normalization and dependency preservation
• CO5 – Discuss and compare the aspects of Concurrency Control and Recovery in Database systems and explain various types of NoSQL databases.

CST 206 – OPERATING SYSTEMS

• CO1 – Explain the relevance, structure and functions of Operating Systems (OS) in computing devices.
• CO2 – Illustrate the concepts of process management and process scheduling mechanisms employed in OS
• CO3 – Explain process synchronization in OS and illustrate process synchronization mechanisms using Mutex Locks, Semaphores and Monitors. Also explain any one method for detection, prevention, avoidance and recovery for managing deadlocks
• CO4 – Explain the memory management algorithms
• CO5 – Explain the security aspects and algorithms for file and storage management

EST 200 – DESIGN AND ENGINEERING

• CO1 – Explain the different concepts and principles involved in design engineering.
• CO2 – Apply design thinking while learning and practicing engineering.
• CO3 – Develop innovative, reliable, sustainable, and economically viable designs incorporating knowledge in engineering.
• CO4 – Have a broader perspective of design covering functions, cost, environmental sensitivity, safety and other factor other than engineering analysis.
• CO5 – Apply ethics and sustainability in design.

MCN 202 – CONSTITUTION OF INDIA

• CO1 – Explain the background of the present constitution of India and features.
• CO2 – Utilize the fundamental rights and duties.
• CO3 – Understand the working of the union executive, parliament and judiciary.
• CO4 – Understand the working of the state executive, legislature and judiciary.
• CO5 – Utilize the special provisions and statutory institutions and Show national and patriotic spirit as responsible citizens of the country.

CSL 202 – DIGITAL LAB

• CO1 – Design and implement combinational logic circuits using Logic Gates.
• CO2 – Design and implement sequential logic circuits using Integrated Circuits.
• CO3 – Simulate functioning of digital circuits using programs written in a Hardware Description Language.
• CO4 – Function effectively as an individual and in a team to accomplish a given task of designing and implementing digital circuits.

CSL 204 – OPERATING SYSTEMS LAB

• CO1 – Illustrate the use of systems calls in OS. Implement Process Creation and Inter Process Communication in OS.
• CO2 – Implement CPU Scheduling Algorithms and memory allocation algorithms
• CO3 – Implement page replacement algorithms and Deadlock management algorithms
• CO4 – Implement storage management and disk scheduling algorithms

CST 294 –  COMPUTATIONAL FUNDAMENTALS FOR MACHINE LEARNING

• CO1 – Make use of the concepts, rules and results about linear equations, matrix algebra, vector spaces, eigenvalues & eigenvectors and orthogonality & diagonalization to solve computational problems
• CO2 – Perform calculus operations on functions of several variables and matrices, including partial derivatives and gradients

• CO3 – Utilize the concepts, rules and results about probability, random variables, additive & multiplicative rules, conditional probability, probability distributions and Bayes’ theorem to find solutions of computational problems

• CO4 – Train Machine Learning Models using unconstrained and constrained optimization methods
• CO5 – Illustrate how the mathematical objects – linear algebra, probability, and calculus can be used to design machine learning algorithms

CST 301 – FORMAL LANGUAGES AND AUTOMATA THEORY

• CO1 – Explain a formal representation of a given regular language as a finite state automaton and regular grammar,
• CO2 – Study on regular expression, regular languages and its closure properties
• CO3 – Apply Myhill – Nerode relation on regular languages. Design context free grammar for given context free languages
• CO4 – Design a Pushdown Automaton for a given context-free language.
• CO5 – Design Turing machines as language acceptors or transducers. Explain the notion of decidability. Classify a given formal language into Regular, Context-Free, Context Sensitive, Recursive or Recursively Enumerable.

CST 303 – COMPUTER NETWORKS

• CO1 – Explain the features of computer networks, protocols, and network design models.Describe the fundamental characteristics of the physical layer and identify the usage in network communication
• CO2 – Explain the design issues of data link layer, link layer protocols, – bridges and switches. Illustrate wired LAN protocols (IEEE 802.3) and wireless LAN protocols (IEEE 802.11)
• CO3 – Select appropriate routing algorithms, congestion control techniques, and Quality of Service requirements for a network
• CO4 – Illustrate the functions and protocols of the network layer.
• CO5 – Illustrate the functions and protocols of the transport layer, and application layer in inter-networking

CST 305 – SYSTEM SOFTWARE

• CO1 – Distinguish software’s into system and application software categories.
• CO2 – Identify standard and extended architectural features of machines.
• CO3 – Identify machine dependent and independent assembler features and design of algorithms of system software. Analyse the effect of Data Structures.
• CO4 – Identify machine dependent and independent loader features and design of algorithms of system software. Analyse the effect of Data Structures
• CO5 – Understand the features of device drivers and editing and debugging tools.

CST 307 – MICROPROCESSORS AND MICROCONTROLLERS

• CO1 – Illustrate the architecture, modes of operation of microprocessors
• CO2 – Illustrate the addressing modes of 8086 microprocessors and develop 8086 assembly language programs
• CO3 – Demonstrate interrupts, its handling and programming in 8086.
• CO4 – Illustrate how different peripherals (8255,8254,8257) and memory are interfaced with microprocessors.
• CO5 – Outline features of microcontrollers and develop low level programs.

CST 309 – MANAGEMENT OF SOFTWARE SYSTEMS

• CO1 – Demonstrate Traditional and Agile Software Development approaches.
• CO2 – Prepare Software Requirement Specification and Software Design for a given problem.
• CO3 – Justify the significance of design patterns and licensing terms in software development, prepare testing, maintenance and DevOps strategies for a project.
• CO4 – Make use of software project management concepts while planning, estimation, scheduling, tracking and change management of a project, with a traditional/agile framework.
• CO5 – Utilize SQA practices, Process Improvement techniques and Technology advancements in cloud based software models and containers & micro services.

MCN 301 – DISASTER MANAGEMENT

• CO1 – Define and use various terminologies in use in disaster management parlance and organize each of these terms in relation to the disaster management cycle.
• CO2 – Distinguish between different hazard types and vulnerability types and do vulnerability assessment. Identify the components and describe the process of risk assessment, and apply appropriate methodologies to assess risk.
• CO3 – Explain the core elements and phases of Disaster Risk Management and develop possible measures to reduce disaster risks across sector and community. Identify factors that determine the nature of disaster response and discuss the various disaster response actions.
• CO4 – Explain the participatory stakeholder engagement methods and capacity building to strengthen the capacity for reducing risk.
• CO5 – Explain the various legislations and best practices for disaster management and risk reduction at national and international level.

CSL 331 – SYSTEM SOFTWRE AND MICROPROCESSORS LAB

• CO1 – Develop 8086 programs and execute it using a microprocessor kit.
• CO2 – Develop 8086 programs and, debug and execute it using MASM assemblers
• CO3 – Develop and execute programs to interface stepper motor, 8255, 8279 and digital to analog converters with 8086 trainer kit
• CO4 – Implement and execute different scheduling and paging algorithms in OS
• CO5 – Design and implement assemblers, Loaders and macroprocessors.

CSL 333 – DATABASE MANAGEMENT SYSTEMS LAB

• CO1 – Design database schema for a given real world problem-domain using standard design and modelling approaches.
• CO2 – Construct queries using SQL for database creation, interaction, modification, and updation.
• CO3 – Design and implement triggers and cursors. Also implement procedures, functions, and control structures using PL/SQL.
• CO4 – Perform CRUD operations in NoSQL Databases.
• CO5 – Develop database applications using front-end tools and back-end DBMS.

CST 383 – CONCEPTS IN MACHINE LEARNING

• CO1 – Illustrate Machine Learning concepts and basic parameter estimation
• CO2 – Demonstrate supervised learning concepts (regression, linear classification).
• CO3 – Illustrate the concepts of Multilayer neural network and Support Vector Machine
• CO4 – Describe unsupervised learning concepts and dimensionality reduction techniques.
• CO5 -Solve real life problems using appropriate machine learning models and evaluate the performance measures

CST 302 – COMPILER DESIGN

• CO1 – Explain the phases in compilation process(lexical analysis, syntax analysis, semantic analysis, intermediate code generation, code optimization and code generation) and model a lexical analyzer
• CO2 – Model language syntax using Context Free Grammar and develop parse tree representation using leftmost and rightmost derivations
• CO3 – Compare different types of parsers(Bottom-up and Top-down) and construct parser for a given grammar
• CO4 – Build Syntax Directed Translation for a context free grammar, compare various storage allocation strategies and classify intermediate representations
• CO5 – Illustrate code optimization and code generation techniques in compilation representations

CST 304 – COMPUTER GRAPHICS AND IMAGE PROCESSING

• CO1 – Describe the working principles of graphics devices and line drawing, circle drawing Algorithms
• CO2 – Demonstrate geometric representations, transformations on 2D & 3D objects and polygon filling algorithms
• CO3 – Summarize visible surface detection methods, clipping algorithms and projection algorithms.
• CO4 – Summarize the concepts of digital image representation, processing and demonstrate pixel relationships
• CO5 – Solve image enhancement and segmentation problems using spatial domain techniques.

CST 306 – ALGORITHM ANALYSIS AND DESIGN

• CO1 – Analyze any given algorithm and express its time and space complexities in asymptotic notations.Derive recurrence equations and solve it using Iteration, Recurrence Tree, Substitution and Master’s Method to compute time complexity of algorithms
• CO2 – Illustrate Graph traversal algorithms & applications and Advanced Data structures like AVL trees and Disjoint set operations.
• CO3 Demonstrate Divide-and-conquer and Greedy Strategy algorithm design techniques.
• CO4 – Demonstrate Dynamic programming, Branch-and Bound and Backtracking algorithm design techniques.
• CO5 – Classify a problem as computationally tractable or intractable, and discuss strategies to address intractability.

CSL 362 – PROGRAMMING IN PYTHON

• CO1 – Write, test and debug Python programs Illustrate uses of conditional (if, if-else and if-elif-else) and iterative (while and for) statements in Python programs.
• CO2 – Develop programs by utilizing the Python programming constructs such as Lists, Tuples, Sets and Dictionaries.
• CO3 – Develop graphical user interface for solutions using Python libraries.
• CO4 – Implement Object Oriented programs with exception handling.
• CO5 – Write programs in Python to process data stored in files by utilizing Numpy, Matplotlib, and Pandas.

CST 372 – DATA AND COMPUTER COMMUNICATION

• CO1 – Describe the characteristics of signals used for Analog and Digital transmissions and discuss the features and issues in data transmission
• CO2 – Select transmission media based on characteristics and propagation modes
• CO3 – Use appropriate signal encoding techniques for a given scenario.
• CO4 – Illustrate multiplexing and spread spectrum technologies.
• CO5 – Use error detection & correction techniques and switching techniques in data communication.

HUT 300 – INDUSTRIAL ECONOMICS AND FORIEGN TRADE

• CO1 – Explain the problem of scarcity of resources and consumer behaviour, and to evaluate the impact of government policies on the general economic welfare.
• CO2 – Take appropriate decisions regarding volume of output and to evaluate the social cost of production.
• CO3 – Determine the functional requirement of a firm under various competitive conditions
• CO4 – Examine the overall performance of the economy, and the regulation of economic fluctuations and its impact on various sections in the society.
• CO5 – Determine the impact of changes in global economic policies on the business opportunities of a firm.

CST 308 – COMPREHENSIVE COURSE WORK

• CO1 – Comprehend the concepts of discrete mathematical structures.
• CO2 – Comprehend the concepts and applications of data structures.
• CO3 – Comprehend the concepts, functions and algorithms in Operating System. Comprehend the organization and architecture of computer systems.
• CO4 – Comprehend the fundamental principles of database design and manipulation.
• CO5 – Comprehend the concepts in formal languages and automata theory.

CSL 332 – NETWORKING LAB

• CO1 – Use network related commands and configuration files in Linux Operating System.
• CO2 – Develop network application programs and protocols.
• CO3 – Analyze network traffic using network monitoring tools.
• CO4 – Design and setup a network and configure different network protocols.
• CO5 – Develop simulation of fundamental network concepts using a network simulator.

CSD 334 – MINI PROJECT

• CO1 – Identify technically and economically feasible problems.
• CO2 – Identify and survey the relevant literature for getting exposed to related solutions and get familiarized with software development processes.
• CO3 – Perform requirement analysis, identify design methodologies and develop adaptable & reusable solutions of minimal complexity by using modern tools & advanced programming techniques.
• CO4 – Prepare technical report and deliver presentation.
• CO5 – Apply engineering and management principles to achieve the goal of the project.

CST 401 – ARTIFICIAL INTELLIGENCE

• CO1 – Explain the fundamental concepts of intelligent systems and their architecture.
• CO2 – Illustrate uninformed and informed search techniques for problem solving in intelligent systems.
• CO3 – Solve Constraint Satisfaction Problems using search techniques.
• CO4 – Represent AI domain knowledge using logic systems and use inference techniques for reasoning in intelligent systems.
• CO5 – Illustrate different types of learning techniques used in intelligent systems.

CST 443 – SECURITY IN COMPUTING

• CO1 – Identify the security services provided against different types of security attacks and illustrate classical encryption techniques for information hiding.
• CO2 – Illustrate symmetric key cryptosystems and block cipher modes of operations for secure communication.
• CO3 – Illustrate various public key crytosystems.
• CO4 – Explain message integrity and authentication methods in a secure communication scenario.
• CO5 – Interpret public/secret key distribution techniques for secure communication and identify the effects of intruders, malicious software and distributed denial of service attacks on system security.

CST 463 – WEB PROGRAMMING

• CO1 – Use HyperText Markup Language (HTML) for authoring web pages and understand the fundamentals of WWW.
• CO2 – Construct and visually format responsive, interactive web pages using CSS and JavaScript (JS)
• CO3 – Construct websites using advanced server side programming tool PHP
• CO4 – Develop dynamic web applications using PHP and perform MySQL database operations.
• CO5 – Explain the importance of object exchange formats using JSON and the MVC based web application development frameworks (Laravel).

CST 423 – CLOUD COMPUTING

• CO1 – Explain the various cloud computing models and services
• CO2 – Demonstrate the significance of implementing virtualization techniques.
• CO3 – Explain different cloud enabling technologies and compare private cloud platforms and also apply appropriate cloud programming methods to solve big data problems.
• CO4 – Describe the need for security mechanism in cloud
• CO5 – Compare the different popular cloud computing platforms.

CET 445 – NATURAL DISASTER AND MITIGATATION

• CO1 – Explain interaction between subsystems of earth that give rise to hazards and their potential for disasters.
• CO2 – Explain the extent and nature of natural hazards triggered by climate change.
• CO3 – Analyse the causes behind natural disasters related to soil and fire and their mitigation methods.
• CO4 – Explain the concept of Environmental Impact Assessment and their role in mitigating disasters.
• CO5 – Prepare management plans for hazards and disasters, and understand the roles of individuals and agencies involved.

EET 445 – ELECTRIC VEHICLES

• CO1 – Explain the basic concept of electric and hybrid vehicle.
• CO2 – Design and develop basic schemes of electric and hybrid vehicles.
• CO3 – Basic concepts of electric drives in electric and hybrid vehicles.
• CO4 – Choose proper energy storage systems for vehicle applications.
• CO5 – Identify various communication protocols and technologies used in vehicle networks.

MET 445 – RENEWABLE ENERGY ENGINEERING

• CO1 – Explain renewable energy sources and evaluate the implication of renewable energy. To predict solar radiation at a location
• CO2 – Explain solar energy collectors, storages, solar cell characteristics and applications
• CO3 – Explain the different types of wind power machines and control strategies of wind Turbines
• CO4 – Explain the ocean energy and conversion devices and different Geothermal sources
• CO5 – Explain biomass energy conversion devices. Calculate the Net Present value and payback period.

MCN 401 – INDUSTRIAL SAFETY ENGINEERING

• CO1 – Describe the theories of accident causation and preventive measures of industrial accidents.
• CO2 – Explain about personal protective equipment, its selection, safety performance & indicators and importance of housekeeping.
• CO3 – Explain different issues in construction industries.
• CO4 – Describe various hazards associated with different machines and mechanical material handling.
• CO5 – Utilise different hazard identification tools in different industries with the knowledge of different types of chemical hazards.

CSL 411 – COMPILER LAB

• CO1 – Design NFA and DFA for a problem and write programs to perform operations on it. Preprocess the source program for lexical analysis and perform syntax checking of various program constructs
• CO2 – Implement lexical analyzer using LEX tool and syntax analyzer using YACC tool.
• CO3 – Design and implement various Top-Down and Bottom-Up parsers.
• CO4 – Implement intermediate code and assembly code for expressions.

CSQ 413 – SEMINAR

• CO1 – Identify academic documents from the literature which are related to her/his areas of interest
• CO2 – Read and apprehend an academic document from the literature which is related to her/ his areas of interest
• CO3 – Prepare a presentation about an academic document
• CO4 – Give a presentation about an academic document
• CO5 – Prepare a technical report.

CSD 415 – PROJECT PHASE 1

• CO1 – Model and solve real world problems by applying knowledge across domains
• CO2 -Develop products, processes or technologies for sustainable and socially relevant applications
• CO3 – Function effectively as an individual and as a leader in diverse teams and to comprehend and execute designated tasks
• CO4 – Plan and execute tasks utilizing available resources within timelines, following ethical and professional norms
• CO5 – Identify technology/research gaps and propose innovative/creative solutions
• CO6 – Organize and communicate technical and scientific findings effectively in written and oral forms

CST 402 – DISTRIBUTED COMPUTING

• CO1 – Summarize various aspects of distributed computation model and logical time.
• CO2 – Illustrate election algorithm, global snapshot algorithm and termination detection algorithm.
• CO3 – Compare token based, non-token based and quorum based mutual exclusion algorithms.
• CO4 – Recognize the significance of deadlock detection and shared memory in distributed systems.
• CO5 – Explain the concepts of failure recovery and consensus and Illustrate distributed file system architectures.

CST 444 – SOFT COMPUTING

• CO1 – Describe soft computing techniques and the basic models of Artificial Neural Network
• CO2 – Solve practical problems using neural networks
• CO3 – Illustrate the operations, model and applications of fuzzy logic and defuzzification.
• CO4 – Illustrate the concepts of Fuzzy Inference System & Genetic Algorithm
• CO5 – Describe the concepts of multi-objective optimization models and the need for using hybrid soft computing approaches

CST 464 – EMBEDDED SYSTEMS

• CO1 – Describe the characteristics of different hardware/software components of an embedded system.
• CO2 – Map the design of an embedded system to an appropriate computational model.
• CO3 – Recommend appropriate process synchronization / communication / scheduling mechanisms for specific system scenarios.
• CO4 – Describe the role of real-time operating systems in embedded devices.
• CO5 – Make use of design strategies for developing real-world embedded systems.

CST 423 – CLIENT SERVER ARCHITECTURE

• CO1 – Explain the basics of client/server systems and the driving force behind the
• development of client/server systems
• CO2 – Outline the architecture and classifications of client/server systems
• CO3 – Choose the appropriate client/server network services for a typical application
• CO4 – Describe management services and issues in network
• CO5 – Compare and summarize the web extensions and choose appropriate web services standards for an application.

CST 476 – MOBILE COMPUTING

• CO1 – Explain the various mobile computing applications, services, design considerations and architectures.
• CO2 – Describe the various trends for next generation cellular wireless networks and use the spreading concept on data transmission
• CO3 – Summarize the architecture of various wireless LAN technologies.
• CO4 – Identify the functionalities of mobile network layer and transport layer and also explain the features of wireless application protocol.
• CO5 – Interpret the security issues in mobile computing and next generation technologies.

CST 448 – INTERNET OF THINGS

• CO1 – Outline the fundamentals of IoT and its underlying physical and logical architecture.
• CO2 – Explain the hardware architectures for IoT.
• CO3 – Outline the Network architectures for IoT.
• CO4 – Implement data analytics on the IoT platforms and appreciate the security considerations in IoT
• CO5 – Implement IoT applications using the available hardware and software.

CSD 416 – PROJECT PHASE 2

• CO1 – Model and solve real world problems by applying knowledge across domains
• CO2 – Develop products, processes or technologies for sustainable and socially relevant applications
• CO3 – Function effectively as an individual and as a leader in diverse teams and to comprehend and execute designated tasks
• CO4 – Plan and execute tasks utilizing available resources within timelines, following ethical and professional norms
• CO5 – Identify technology/research gaps and propose innovative/creative solutions
• CO6 – Organize and communicate technical and scientific findings effectively in written and oral forms.

CSD496 – MINIPROJECT (HONOURS)

• CO1 – Identify technically and economically feasible problems
• CO2 – Identify and survey the relevant literature for getting exposed to related solutions.
• CO3 – Perform requirement analysis, identify design methodologies and develop adaptable & reusable solutions of minimal complexity by using modern tools & advanced programming techniques
• CO4 – Prepare technical report and deliver presentation
• CO5 – Apply engineering and management principles to achieve the goal of the project