CO1

Identify and list various Big Data concepts, tools and applications.

L3

CO2

Use Hadoop Cluster to deploy Map Reduce jobs.

L3

CO3

Understand the given data set and identify deep insights for data- driven systems.

L2

CO4

Illustrate PIG, HIVE and Spark programs.

L3

CO5

Relate the basic principles of design rights with problem solution

L2

CO1

Understand the need for parallel programming

L2

CO2

Demonstrate parallelism in MIMD system

L3

CO3

Apply MPI library to parallelize the code to solve the given problem.

L3

CO4

Apply OpenMP pragma and directives to parallelize the code to solve the given problem

L3

CO5

Design a CUDA program for the given problem.

L3

CO1

Understand the basic concepts of security and cryptography

L2

CO2

Describe the random number generation and cryptographic protocols

L2

CO3

Explain the key management scenario

L2

CO4

Apply different hash functions and concept of cryptography for more security in different scenario

L3

CO1

Explain the characteristics and attributes of an Embedded System

L2

CO2

Illustrate the hardware, software co-design, and firmware design approaches of Embedded Systems

L2

CO3

Demonstrate the need for a real-time operating system in embedded system applications.

L3

CO4

Explain the ARM Architectural features and Instructions.

L2

CO5

Develop programs using the ARM instruction set for an ARM Microcontroller.

L3

CO1

Understand the sources and generation of e-waste along with the global and Indian e-waste scenario.

L2

CO2

Compare the role of various national and international acts and laws applicable for e-waste management and handling.

L2

CO3

Explain the Extended Producer Responsibility (EPR) framework and e-waste value chain.

L2

CO4

Encapsulate e-waste handling methods.

L2

CO5

Summarize the restrictions on hazardous substances (RoHS) and e-waste recycling technics

L2

CO1

Differentiate process models to judge which process model has to be adopted for the given scenarios.

L2

CO2

Derive both functional and non-functional requirements from the case study.

L2

CO3

Analyze the importance of various software testing methods and agile methodology

L4

CO4

Illustrate the role of project planning and quality management in software development

L3

CO5

Identify appropriate techniques to enhance software quality

L2

CO1

Explain the fundamentals of computer networks.

L2

CO2

Applying the concepts of computer networks to demonstrate the working of various layers and protocols in communication networks

L3

CO3

Implement the principles of protocol layering and routing protocols in modern communication systems.

L3

CO1

Apply the fundamentals of automata theory to write DFA, NFA, Epsilon-NFA and conversion between them

L3

CO2

Prove the properties of regular and context-free languages using regular expressions

L3

CO3

Design context-free grammars (CFGs) and pushdown automata (PDAs) for formal languages.

L3

CO4

Design Turing machines to solve the computational problems.

L3

CO5

Explain the concepts of decidability and undecidability.

L2

CO1

Understand the architecture and components of intelligent agents, including their interaction with the AI environment.

L2

CO2

Apply problem-solving agents and various search strategies to solve a given problem

L3

CO3

Illustrate logical reasoning and knowledge representation using propositional and first-order logic

L3

CO4

Demonstrate proficiency in representing knowledge and solving problems using first-order logic

L3

CO5

Describe classical planning in the context of artificial intelligence, including its goals, constraints, and applications in problem-solving

L3

CO1

Apply the Objectives of engineering research in solution development.

L3

CO2

Identify the procedure of Literature Review and Technical Reading

L3

CO3

Outline the fundamentals of patent drafting procedure and laws.

L2

CO4

Illustrate the copyright procedure leading to an IPR

L3

CO5

Relate the basic principles of design rights with problem solution

L2

CO1

Apply Javascript to build dynamic and interactive Web projects.

L3

CO2

Implement user interface components for JavaScript-based Web using ReactJS

L3

CO3

Apply Express/Node to build web applications on the server side using noSQL database

L3

CO1

Describe the machine learning techniques, their types and data analysis framework

L2

CO2

Apply mathematical concepts for feature engineering and perform dimensionality reduction to enhance model performance

L3

CO3

Develop similarity-based learning models and regression models for solving classification and prediction tasks

L3

CO4

Build probabilistic learning models and design neural network models using perceptors and multilayer architectures

L3

CO5

Utilize clustering algorithms to identify patterns in data and implement reinforcement learning techniques

L3

CO1

Illustrate the principles of multivariate data and apply dimensionality reduction techniques

L3

CO2

Demonstrate similarity based learning methods and perform regression analysis

L3

CO3

Develop decision trees for classification and regression problems, and Bayesian models for probabilistic learning

L3

CO4

Implement the clustering algorithms to share computing resources

L3

CO1

Describe the various cloud computing platforms and service providers

L2

CO2

Illustrate the significance of various types of virtualization

L3

CO3

Identify the architecture, delivery models and industrial platforms for cloud computing based applications

L3

CO4

Analyze the role of security aspects in cloud computing

L3

CO5

Demonstrate cloud applications in various fields using suitable cloud platforms

L3

CO1

Demonstrate different actions performed through version control tools like git

L3

CO2

Perform continuous integration, continuous testing and continuous deployment using Jenkins by building and automating test cases using maven and Gradle

L3

CO3

Experiment with configuration management using Ansible

L3

CO4

Demonstrate Cloud Based DevOps tools using Azure DevOps

L3

CO5

Relate the basic principles of design rights with problem solution.

L2

CO1

Describe the role of civil, environmental, and mechanical engineering solutions in municipal solid waste management.

L2

CO2

Describe current issues in solid waste and status in the first 20 cities

L2

CO3

Identify knowledge about Sustainable Development Goals.

L2

CO4

Describe the methods and processes involved in managing electronic waste and construction and demolition waste.

L2

CO1

Apply asymptotic notations and mathematical techniques to analyze the time and space complexity of algorithms.

L3

CO2

Apply brute force, decrease-and-conquer, and divide-and-conquer strategies to design and analyze algorithms.

L3

CO3

Analyze and implement transform-and-conquer techniques and space-time tradeoff strategies for efficient problem solving.

L3

CO4

Design and evaluate solutions using Dynamic Programming and Greedy strategies for optimization problems.

L3

CO5

Analyze computational complexity classes and design solutions using backtracking, branch-and-bound, and approximation algorithms for NP-Hard problems.

L4

CO1

Apply appropriate collection class/interface to solve the given problem

L3

CO2

Demonstrate the concepts of String operations in Java

L3

CO3

Apply the concepts of Swings to build Java applications

L3

CO4

Develop web based applications using Java servlets and JSP

L3

CO5

Use JDBC to build database applications

L3

CO1

Describe the basic elements of a relational database management system.

L2

CO2

Design entity relationship for the given scenario

L3

CO3

Use (SQL) for database manipulation and Design simple database systems for some application to interact with databases

L3

CO4

Implement normalization algorithms using database design theory for different applications

L3

CO5

Analyze and implement transaction processing, concurrency control and database recovery protocols in databases, also Understand the concepts related to NoSQL databases

L3

CO1

Implement graph algorithms to solve spanning tree and shortest path problems

L4

CO2

Develop optimization solutions using Dynamic Programming and Greedy strategies.

L4

CO3

Implement backtracking techniques to solve combinatorial problems

L4

CO4

Experimentally evaluate sorting algorithms and analyze their time complexity.

L4

CO1

Apply concepts of logical reasoning and mathematical proof techniques in proving theorems and statements.

L3

CO2

Demonstrate the application of discrete structures in different fields of computer science.

L3

CO3

Apply the basic concepts of relations, functions and partially ordered sets for computer representations.

L3

CO4

Solve problems involving recurrence relations and generating functions.

L3

CO5

Illustrate the fundamental principles of Algebraic structures with the problems related to computer science & engineering.

L3

CO1

Elucidate the basic biological concepts via relevant industrial applications and case studies.

L3

CO2

Evaluate the principles of design and development, for exploring novel bioengineering projects.

L3

CO3

Corroborate the concepts of biomimetics for specific requirements.

L3

CO4

Think critically towards exploring innovative biobased solutions for socially relevant problems

L3

CO1

Expected to become more aware of themselves, and their surroundings (family, society, nature); they would become more responsible in life, and in handling problems with sustainable solutions, while keeping human relationships and human nature in mind

L3

CO1

Apply fundamental LaTeX commands to create structured technical documents including sections, tables, figures, and mathematical equations

L3

CO2

Design professional-quality technical documents such as laboratory reports, project reports, and research papers using appropriate templates and bibliography tools

L4

CO3

Integrate cross-referencing, citations, indexing, and formatting standards to ensure clarity, consistency, and academic integrity in documentation

L4

CO4

Develop a complete technical document (mini project/report) adhering to academic and publication standards

L5

CO1

Identify and list various Big Data concepts, tools and applications

L3

CO2

Use Hadoop Cluster to deploy Map Reduce jobs.

L3

CO3

Understand the given data set and identify deep insights for data- driven systems.

L2

CO4

Illustrate PIG, HIVE and Spark programs.

L3

CO5

Relate the basic principles of design rights with problem solution

L2

CO1

Understand the need for parallel programming

L2

CO2

Demonstrate parallelism in MIMD system

L3

CO3

Apply MPI library to parallelize the code to solve the given problem.

L3

CO4

Apply OpenMP pragma and directives to parallelize the code to solve the given problem

L3

CO5

Design a CUDA program for the given problem.

L3

CO1

Understand the basic concepts of security and cryptography

L2

CO2

Describe the random number generation and cryptographic protocols

L2

CO3

Explain the key management scenario

L2

CO4

Apply different hash functions and concept of cryptography for more security in different scenario

L3

CO1

Explain the characteristics and attributes of an Embedded System

L2

CO2

Illustrate the hardware, software co-design, and firmware design approaches of Embedded Systems

L2

CO3

Demonstrate the need for a real-time operating system in embedded system applications.

L3

CO4

Explain the ARM Architectural features and Instructions.

L2

CO5

Develop programs using the ARM instruction set for an ARM Microcontroller.

L3

CO1

Recognize the need for Non-traditional machining process.

L2

CO2

Explain the constructional features, performance parameters, process characteristics, applications, advantages, and limitations of USM and AJM.

L2

CO3

Identify the need of Chemical and electro-chemical machining process along with the constructional features, process parameters, process characteristics, applications, advantages, and limitations

L3

CO4

Describe the constructional feature of the equipment, process parameters, process characteristics, applications, advantages and limitations of EDM and PAM

L3

CO5

Elucidate the LBM equipment, LBM parameters, and characteristics. EBM equipment and mechanism of metal removal, applications, advantages and limitations LBM & EBM.

L3

CO1

Differentiate process models to judge which process model has to be adopted for the given scenarios.

L2

CO2

Derive both functional and non-functional requirements from the case study.

L2

CO3

Analyze the importance of various software testing methods and agile methodology

L4

CO4

Illustrate the role of project planning and quality management in software development

L3

CO5

Identify appropriate techniques to enhance software quality

L2

CO1

Explain the fundamentals of computer networks.

L2

CO2

Applying the concepts of computer networks to demonstrate the working of various layers and protocols in communication networks

L3

CO3

Implement the principles of protocol layering and routing protocols in modern communication systems.

L3

CO1

Apply the fundamentals of automata theory to write DFA, NFA, Epsilon-NFA and conversion between them

L3

CO2

Prove the properties of regular and context-free languages using regular expressions

L3

CO3

Design context-free grammars (CFGs) and pushdown automata (PDAs) for formal languages.

L3

CO4

Design Turing machines to solve the computational problems.

L3

CO5

Explain the concepts of decidability and undecidability.

L2

CO1

Understand the architecture and components of intelligent agents, including their interaction with the AI environment.

L2

CO2

Apply problem-solving agents and various search strategies to solve a given problem

L3

CO3

Illustrate logical reasoning and knowledge representation using propositional and first-order logic

L3

CO4

Demonstrate proficiency in representing knowledge and solving problems using first-order logic

L3

CO5

Describe classical planning in the context of artificial intelligence, including its goals, constraints, and applications in problem-solving

L3

CO1

Apply the Objectives of engineering research in solution development.

L3

CO2

Identify the procedure of Literature Review and Technical Reading

L3

CO3

Outline the fundamentals of patent drafting procedure and laws.

L2

CO4

Illustrate the copyright procedure leading to an IPR

L3

CO5

Relate the basic principles of design rights with problem solution

L2

CO1

Apply suitable probability distribution models for the given scenario

L3

CO2

Apply the notion of a discrete-time Markov chain and n-step transition probabilities to solve the given problem

L3

CO3

Use statistical methodology and tools in the engineering problem solving process.

L2

CO4

Compute the confidence intervals for the mean of the population.

L3

CO5

Apply the ANOVA test related to engineering problems

L3

CO1

Apply the K–Map techniques to simplify various Boolean expressions.

L3

CO2

Design different types of combinational and sequential circuits along with Verilog programs.

L3

CO3

Describe the fundamentals of machine instructions, addressing modes and Processor performance.

L2

CO4

Explain the approaches involved in achieving communication between processor and I/O devices.

L2

CO5

Analyze internal Organization of Memory and Impact of cache/Pipelining on Processor Performance.

L4

CO1

Explain the structure and functionality of the operating system

L2

CO2

Apply appropriate CPU scheduling algorithms for the given problem

L3

CO3

Analyze the various techniques for process synchronization and deadlock handling

L4

CO4

Apply the various techniques for memory management

L3

CO5

Explain file and secondary storage management strategies

L2

CO6

Describe the need for information protection mechanisms

L2

CO1

Explain different data structures and their applications.

L2

CO2

Apply Arrays, Stacks and Queue data structures to solve the given problems

L3

CO3

Use the concept of linked list in problem solving

L3

CO4

Develop solutions using trees and graphs to model the real-world problem

L4

CO5

Explain the advanced Data Structures concepts such as Hashing Techniques and Optimal Binary Search Trees.

L2

CO1

Analyze various linear and non-linear data structures.

L4

CO2

Demonstrate the working nature of different types of data structures and their applications.

L3

CO3

Use appropriate searching and sorting algorithms for the given scenario.

L3

CO4

Apply the appropriate data structure for solving real world problems.

L3

CO1

Demonstrate proficiency in writing simple programs involving branching and looping structures.

L3

CO2

Design a class involving data members and methods for the given scenario

L3

CO3

Apply the concepts of inheritance and interfaces in solving complex problems.

L3

CO4

Use the concept of packages and exception handling in solving complex problems.

L3

CO5

Apply concepts of multithreading, autoboxing and enumerations in program development.

L3

CO1

Use the basics commands related to git repository

L2

CO2

Create and manage the branches

L3

CO3

Apply commands related to Collaboration and Remote Repositories

L3

CO4

Use the commands related to Git Tags, Releases and advanced git operations

L3

CO5

Analyse and change the git history

L4