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Program Outcome B.Tech CSE PO1. Engineering knowledge: Apply the knowledge of mathematics with a depth of discrete mathematics, science, engineering fundamentals, and computer science to the solution of complex engineering problems. PO2. Problem analysis: Analyze problems with varying complexity using computer softwares easily PO3. Design/development of solutions: Design and develop software/hardware components or systems for applications. PO4. Environment: Provide computer based solutions to problems of the average person without causing harm to the environment and compromise for public safety, cultural, social and legal aspects. PO5. Ethics: Practice code of ethics in personal, social and professional activities the motto of F.E.T is “Building Technocrats with Ethics” PO6. Individual and team work: Function effectively as an individual, and as a member or leader in diverse teams, and in multidisciplinary settings. PO7. 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. PO8. 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. PO9. 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.
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Program Outcome B.Tech CSE

Dec 20, 2021

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Page 1: Program Outcome B.Tech CSE

Program Outcome B.Tech CSE

PO1. Engineering knowledge: Apply the knowledge of mathematics with a depth of

discrete mathematics, science, engineering fundamentals, and computer science to

the solution of complex engineering problems.

PO2. Problem analysis: Analyze problems with varying complexity using computer

softwares easily

PO3. Design/development of solutions: Design and develop software/hardware

components or systems for applications.

PO4. Environment: Provide computer based solutions to problems of the

average person without causing harm to the environment and compromise for

public safety, cultural, social and legal aspects.

PO5. Ethics: Practice code of ethics in personal, social and professional activities

the motto of F.E.T is “Building Technocrats with Ethics”

PO6. Individual and team work: Function effectively as an individual, and as a

member or leader in diverse teams, and in multidisciplinary settings.

PO7. 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.

PO8. 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.

PO9. 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.

Page 2: Program Outcome B.Tech CSE

Course Objective & Outcome

Ist Year (Ist Semester)

Programming for Problem Solving (BCE-C102)

Objective:-

The course aims to provide exposure to problem-solving through programming. It aims to train

the student to the basic concepts of the C-programming language. This course involves a lab

component which is designed to give the student hands-on experience with the concepts.

Outcome: -

● Develop simple algorithms for arithmetic and logical problems.

● Translate the algorithms to programs in C language and execute them.

● Implement conditional branching, iteration, and recursion.

● Decompose a problem into functions and synthesize a complete program using the

divide and conquer approach.

● Use arrays, pointers, and structures to develop algorithms and programs.

Page 3: Program Outcome B.Tech CSE

IInd Year (IIIrd Semester)

Python Programming (BCE-C304)

Objective:-

The course is designed to provide an introduction to the Python programming language. The

focus of the course is to provide students with an introduction to programming, I/O, and other

libraries using the Python programming language.

Outcome: -

● Fluent in the use of procedural statements — assignments, conditional statements,

loops, function calls — and sequences. Be able to design, code, and test small Python

programs that meet requirements expressed in English. This includes a basic

understanding of top-down design.

● Make basic program of python and learn different about different libraries of python.

● Make user defined functions in python and use of regular expressions for complex

problems

● Case Studies Using Python for Data Science/M.L./IoT etc.

● Explain basic principles of Python programming language.

Data Structure-I (BCE-C305)

Objective: -

The Objective of this course is to introduce the fundamental concept of various data structures

and to emphasize the importance of data structures in developing and implementing efficient

algorithms.

Outcome: -

● Able to Describe how arrays, records, linked structures, stacks, queues, trees, and

graphs are represented in memory and used by algorithms.

● Able to Describe common applications for arrays, records, linked structures, stacks,

queues, trees, and graphs.

● Able to Write programs that use arrays, records, linked structures, stacks, queues, trees,

and graphs.

● Able to Demonstrate different methods for traversing trees.

● Able to Compare alternative implementations of data structures with respect to

performance.

● Able to Compare and contrast the benefits of dynamic and static data structures

implementations.

● Able to Describe the concept of recursion, give examples of its use, describe how it can

be implemented using a stack.

● Able to Design and implement an appropriate hashing function for an application.

● Able to Discuss the computational efficiency of the principal algorithms for sorting,

searching, and hashing.

Page 4: Program Outcome B.Tech CSE

Computer Architecture & Organization (BCE-C306)

Objective:-

The course intends to provide the basic organization and architecture of digital computers

(CPU, memory, I/O, software). Discussions will include digital logic and microprogramming.

Such knowledge leads to better understanding and utilization of digital computers, and can be

used in the design and application of computer systems or as foundation for more advanced

computer-related studies.

Outcome: -

● Able to Recognize and manipulate representations of numbers stored in digital

computers.

● Able to Recall the history and development of modern computers, developing an

appreciation for the potential and directions for future changes.

● Able to Recall the internal organization of computers, CPU, memory unit and

Input/Outputs and the relations between its main components.

● Able to Recognize and perform computations with the functional units of the processor.

● Able to Recall the basics of, and develop the ability to determine the applicability of

single-cycle (MIPS), multi-cycle (MIPS), parallel, pipelined, superscalar, and

RISC/CISC architectures.

● Able to Analyze cost performance and design trade-offs in designing and constructing

a computer processor including memory.

● Able to Perform elementary quantitative performance evaluation of computer systems.

● Able to Solve elementary problems by assembly language programming.

● Able to Understand the theory and architecture of central processing unit.

● Able to Analyze some of the design issues in terms of speed, technology, cost,

performance.

● Able to Design a simple CPU with applying the theory concepts.

● Able to Use appropriate tools to design verify and test the CPU architecture.

● Able to Learn the concepts of parallel processing, pipelining and inter processor

communication.

● Able to Understand the architecture and functionality of central processing unit.

● Able to Exemplify in a better way the I/O and memory organization.

● Able to Define different number systems, binary addition and subtraction, 2’s

complement representation and operations with this representation.

Page 5: Program Outcome B.Tech CSE

IInd Year (IVth Semester)

Database Management System (BCE-C404)

Objective:-

The course, Database Management Systems, provides an introduction to the management of

database systems. The course emphasizes the understanding of the fundamentals of relational

systems including data models, database architectures, and database manipulations. The course

also provides an understanding of new developments and trends such as Internet database

environment and data warehousing. The course uses a problem-based approach to learning

Outcome: -

● Able to Describe the fundamental elements of relational database management systems.

● Able to Explain the basic concepts of relational data model, entity-relationship model,

relational database design, relational algebra and SQL.

● Able to Design ER-models to represent simple database application scenarios.

● Able to Convert the ER-model to relational tables, populate relational database and

formulate SQL queries on data.

● Able to Improve the database design by normalization.

● Able to run SQL commands along with a webapp.

Object Oriented Programming Using Java (BCE-C405)

Objective: -

This course provides an introduction to object oriented programming (OOP) using

the Java programming language. Its main objective is to teach the basic concepts and

techniques which form the object oriented programming paradigm. The model of object

oriented programming: abstract data types, encapsulation, inheritance and polymorphism

.Fundamental features of an object oriented language like Java: object classes and interfaces,

exceptions and libraries of object collections .How to take the statement of a business problem

and from this determine suitable logic for solving the problem.

Outcome: -

● Able to understand the use of OOPs concepts.

● Able to solve real world problems using OOP techniques.

● Able to understand the use of abstraction.

● Able to understand the use of Packages and Interface in java.

● Able to develop and understand exception handling, multithreaded applications with

synchronization.

● Able to understand the use of Collection Framework.

● Able to design GUI based applications and develop applets for web applications.

Page 6: Program Outcome B.Tech CSE

Operating System (BCE-C406)

Objective:-

The course will provide adequate knowledge to understand the basic components of a

computer operating sys- tem, and the interactions among the various components.

The course will cover an introduction on the policies for scheduling, deadlocks, memory

management, synchronization, system calls, and file systems.

Outcome: -

● Able to describe and explain the fundamental components of a computer operating

system.

● Able to describe and explain the fundamental components of a computer operating

system.

● Define, restate, discuss, and explain the policies for scheduling, deadlocks, memory

management, synchronization, system calls, and file systems.

● Describe and extrapolate the interactions among the various components of computing

systems.

● Design and construct the following OS components: System calls, Schedulers, Memory

management systems, Virtual Memory and Paging systems.

Page 7: Program Outcome B.Tech CSE

IIIrd Year (Vth Semester)

Java Programming (BCE-C501)

Objective:-

The learning objectives of this course are: To learn why Java is useful for the design of desktop

and web applications. To learn how to implement object-oriented designs with Java. To

identify Java language components and how they work together in applications.

Outcome: -

● Explain OOP Principles.

● Use an integrated development environment to write, compile, run, and test simple

object-oriented Java programs.

● Read and make elementary modifications to Java programs that solve real-world

problems.

● Validate input in a Java program.

● Identify and fix defects and common security issues in code.

● Document a Java program using Javadoc.

● Use a version control system to track source code in a project.

● Knowledge of the structure and model of the Java programming language, (knowledge)

● Use the Java programming language for various programming technologies

(understanding)

● Develop software in the Java programming language, (application)

● Evaluate user requirements for software functionality required to decide whether the

Java programming language can meet user requirements (analysis)

● Propose the use of certain technologies by implementing them in the Java programming

language to solve the given problem (synthesis)

● Choose an engineering approach to solving problems, starting from the acquired

knowledge of programming and knowledge of operating systems. (Evaluation)

Design and Analysis of Algorithm (BCE-C502)

Objective:-

The course intends to teach paradigms and approaches used to analyze and design algorithms

and to appreciate the impact of algorithm design in practice. And to make students understand

how the worst-case time complexity of an algorithm is defined, how asymptotic notation is

used to provide a rough classification of algorithms. It will also explain different computational

models (e.g., divide-and-conquer), order notation and various complexity measures (e.g.,

running time, disk space) to analyze the complexity/performance of different algorithms. It will

introduce various advanced design and analysis techniques such as greedy algorithms, dynamic

programming & Know the concepts of tractable and intractable problems and the classes P, NP

and NP-complete problems.

Outcome: -

● To design efficient algorithms using various algorithm designing strategies.

● To analyze the problem and develop the algorithms related to these problems.

● To classify the problem and apply the appropriate design strategy to develop algorithm.

● To design algorithm in context of space and time complexity and apply asymptotic

notation.

Page 8: Program Outcome B.Tech CSE

Computer Graphics (BCE-C503)

Objective:-

The course intends to provide basic principles and techniques for computer graphics on modern

graphics hardware. Students will gain experience in interactive computer graphics using the C

in 2D viewing, 3D viewing, perspective, lighting, and geometry.

Outcome: -

● Able to explain the core concepts of computer graphics, including viewing, projection,

perspective, modelling and transformation in two and three dimensions.

● Able to apply the concepts of colour models, lighting and shading models, textures, ray

tracing, hidden surface elimination, anti-aliasing, and rendering.

● Able to interpret the mathematical foundation of the concepts of computer graphics.

● Able to describe the fundamentals of animation, parametric curves and surfaces, and

spotlighting.

● Able to identify a typical graphics pipeline and apply graphics programming techniques

to design and create computer graphics.

Computer networks (BCE-C504)

Objective:-

The course objectives include learning about computer network organization and

implementation, obtaining a theoretical understanding of data communication and computer

networks, and gaining practical experience in installation, monitoring, and troubleshooting of

current LAN systems.

Outcome: -

● Able to understand computer network basics, network architecture, TCP/IP and OSI

reference models.

● Able to identify and understand various techniques and modes of transmission.

● Able to describe data link protocols, multi-channel access protocols and IEEE 802

standards for LAN.

● Able to describe routing and congestion in network layer with routing algorithms and

classify IPV4 addressing scheme.

● Able to discuss the elements and protocols of transport layer.

● Able to understand network security and define various protocols such as FTP, HTTP,

Telnet, DNS

Cloud Computing (BCE-C505)

Objective:-

This course intends to provide students with the fundamentals and essentials of Cloud

Computing, A sound foundation of the Cloud computing so that they are able to start using and

adopting Cloud Computing services and tools in their real life scenarios. And to enable students

exploring some important cloud computing driven commercial systems and applications. It will

also expose the students to frontier areas of Cloud Computing and information systems, while

providing sufficient foundations to enable further study and research.

Outcome: -

Page 9: Program Outcome B.Tech CSE

● To understand the principles and paradigm of Cloud Computing.

● Ability to design and deploy Cloud Infrastructure.

● Understand cloud security issues and solutions.

● Ability to understand the role of Virtualization Technologies.

● Design & develop backup strategies for cloud data based on features.

● Knowledge of real world applications using IBM Cloud/ AWS/Google Cloud

Page 10: Program Outcome B.Tech CSE

IIIrd Year (VIth Semester)

Theory of Computation (BCE-C601)

Objective:-

This course intends to introduce students to the mathematical foundations of computation

including automata theory; the theory of formal languages and grammars; the notions of

algorithm, decidability, complexity, and computability.

Outcome: -

● Demonstrate advanced knowledge of formal computation and its relationship to

languages

● Distinguish different computing languages and classify their respective types

● Recognise and comprehend formal reasoning about languages

● Show a competent understanding of the basic concepts of complexity theory

● Discuss key notions of computation, such as algorithm, computability, decidability,

reducibility, and complexity, through problem solving.

● Explain the models of computation, including formal languages, grammars and

automata, and their connections.

● State and explain the Church-Turing thesis and its significance.

● Analyze and design finite automata, pushdown automata, Turing machines, formal

languages, and grammars.

Enterprise Computing With java (BCE-C602)

Objective:-

This comprehensive course explores a variety of modern Java frameworks and technologies

that can be used for developing mission-critical complex enterprise applications. The emphasis

is on use of the latest Java EE platform, its set of underlying specifications, designing and

developing server-side application components. Students will learn thru having hands-on

experience in building multi-tier distributed enterprise applications, comparing and using

variety of Java API’s, rich set of server-side components and technologies, and web-enabled

by modern design practices and communication protocols.

Outcome: -

● To understand Multi-tier architecture.

● To understand and work with JDBC.

● To understand the architecture of Remote Method Invocation and networking.

● To understand Java servlets work flow and architecture.

● To understand the architecture of Java Server Pages.

● Able to build multi tier web applications using JDBC, Java servlets and Java server

Pages.

Page 11: Program Outcome B.Tech CSE

Distributed System (BCE-C603)

Objective:-

The course objective is an in-depth study of the classical distributed database management

issues such as distribution design, distributed query processing and optimization, and

distributed transaction management.

Outcome: -

● List the principles of distributed systems and describe the problems and challenges

associated with these principles.

● Understand Distributed Computing techniques, Synchronous and Processes.

● Apply Shared Data access and Files concepts.

● Design a distributed system that fulfills requirements with regards to key distributed

systems properties.

● Understand Distributed File Systems and Distributed Shared Memory.

● Apply Distributed web-based system.

● Understand the importance of security in distributed systems

● Identify distributed system characteristics

● Explain the models for distributed processing and communication

● Develop a simple distributed system.

● Analyze distributed algorithms.

● Evaluate the performance of distributed systems.

● Evaluate the characteristics of a particular distributed system.

Advanced Data Structure (BCE-C604)

Objective:-

The course is intended to provide the foundations of the practical implementation and usage of

Algorithms and Data Structures.Objective is to ensure that the student evolves into a competent

programmer capable of designing and analysing implementations of algorithms and data

structures for different kinds of problems.

Course Outcomes: -

● Describe how arrays, records, linked structures, stacks, queues, trees, and graphs

are represented in memory and used by algorithms.

● Describe common applications for arrays, records, linked structures, stacks, queues,

trees, and graphs.

● Write programs that use arrays, records, linked structures, stacks, queues, trees, and

graphs.

● Demonstrate different methods for traversing trees.

● Compare alternative implementations of data structures with respect to

performance.

● Compare and contrast the benefits of dynamic and static data structures

implementations.

● Describe the concept of recursion, give examples of its use, describe how it can be

implemented using a stack.

● Design and implement an appropriate hashing function for an application.

● Discuss the computational efficiency of the principal algorithms for sorting,

searching, and hashing.

Page 12: Program Outcome B.Tech CSE

Artificial Intelligence (BCE-C605)

Objective:-

The objective of this course is to provide a strong foundation of fundamental concepts in

Artificial Intelligence and a basic exposition to the goals and methods of Artificial Intelligence,

which will enable the student to apply these techniques in applications which involve reasoning

and learning.

Outcome: -

● To analyze and formalize the problem as a state space, graph, design heuristics

● Ability to represent solutions for various real-life problem domains using logic-based

techniques

● Understand the numerous applications and huge possibilities in the field of AI

● Ability to express the ideas in AI research and programming language related to

emerging technology.

.net Technologies (BCE-C606)

Objective:-

This course will cover the practical aspects of multi-tier application development using the

.NET framework. The goal of this course is to introduce the students to the basics of

distributed application development. We will introduce the students to Web Service

development and .NET remoting.

Outcome: -

● Set up a programming environment for ASP.net programs.

● Configure an asp.net application.

● Creating ASP.Net applications using standard .net controls.

● Develop a data driven web application.

● Connecting to data sources and managing them.

● Maintain session and controls related information for user used in multi user web

applications.

● Understand the fundamentals of developing modular application by using object-

oriented methodologies.

Page 13: Program Outcome B.Tech CSE

IVth Year (VIIth Semester)

Compiler Design (BCE-C701)

Objective:-

Compiler Design intends to provide the fundamental concepts and techniques used for building

a simple compiler. Focusing on both theory and practice, it will also help in understanding

different considerations and phases of compilation, the impact of language attributes upon the

compilation process, the effect of hardware feature on the generated code and the practical

fundamentals of compiler implementation.The objective is to make students know how a

compiler works and how it can be built.

Outcome: -

● To understand the basics of system programs like editors, compiler, assembler, linker,

loader, interpreter and debugger.

● Describe the various concepts of assemblers and macroprocessors.

● To understand the various phases of compiler and compare its working with assembler.

● To understand how linker and loader create an executable program from an object

module created by assembler and compiler.

● To know various editors and debugging techniques.

● Understand the major phases of compilation and to understand the knowledge of Lex

tool & YAAC tool.

● Develop the parsers and experiment the knowledge of different parsers design without

automated tools.

● Construct the intermediate code representations and generation.

● Convert source code for a novel language into machine code for a novel computer.

● Apply for various optimization techniques for dataflow analysis.

Cryptography & Network Security (BCE-C702)

Objective:-

This Course focuses towards the introduction of network security using various cryptographic

algorithms. Underlying network security applications. It also focuses on the practical

applications that have been implemented and are in use to provide email and web security.

Outcome: -

● Understand the most common type of cryptographic algorithm ·

● Understand the Public-Key Infrastructure ·

● Understand security protocols for protecting data on networks ·

● Be able to digitally sign emails and files ·

● Understand vulnerability assessments and the weakness of using passwords for

authentication ·

● Be able to perform simple vulnerablility assessments and password audits ·

● Be able to configure simple firewall architectures ·

● Understand Virtual Private Networks

● Classify the symmetric encryption techniques.

● Illustrate various Public key cryptographic techniques.

● Evaluate the authentication and hash algorithms.

● Discuss authentication applications.

● Summarize the intrusion detection and its solutions to overcome the attacks.

Page 14: Program Outcome B.Tech CSE

● Basic concepts of system level security.

Unix Programming (BCE-C703)

Objective:-

This course introduces the concept of Unix Operating System in comparison to other Operating

System, which includes understanding and working of file system and its commands. It also

introduces the concept of shell and network programming in unix environment.

Outcome: -

● Describe the architecture and features of UNIX Operating System and distinguish it

from another Operating System

● Demonstrate UNIX commands for file handling and process control

● Write Regular expressions for pattern matching and apply them to various filters for a

specific task

● Analyze a given problem and apply requisite facets of SHELL programming in order

to devise a SHELL script to solve the problem

Mobile Computing (BCE-E706)

Objective:-

This course introduces the basic concepts and principles in mobile computing. This includes

the major techniques involved, and networks & systems issues for the design and

implementation of mobile computing systems and applications. This course also provides an

opportunity for students to understand the key components and technologies involved and to

gain hands-on experiences in building mobile applications.

Outcome: -

● Get familiar with various generations of mobile communications.

● Understand the concept of cellular communication

● Understand the basics of wireless communication

● Get the Knowledge of GSM mobile communication standard, its architecture, logical

channels, advantages, and limitations.

● Develop ability to develop Android Application

Page 15: Program Outcome B.Tech CSE

IVth Year (VIIIth Semester)

Advance Computer Networks (BCE-E802)

Objective:-

This course aims to provide advanced background on relevant computer networking topics to

have a comprehensive and deep knowledge in computer networks. Laboratory Work: consists

of creating simulated networks and passing packets through them using different routing

techniques.

Outcome: -

● Able to understand computer network basics, network architecture, TCP/IP and OSI

reference models.

● Able to identify and understand various techniques and modes of transmission.

● Able to describe data link protocols, multi-channel access protocols and IEEE 802

standards for LAN.

● Able to describe routing and congestion in network layer with routing algorithms and

classify IPV4 addressing scheme.

● Able to discuss the elements and protocols of transport layer.

● Able to understand network security and define various protocols such as FTP, HTTP,

Telnet, DNS

● Analyze wireless LAN technologies

● Understand internet traffic and plan traffic engineering including IP over ATM and

multimedia over internet

● Design of routing and transport layer protocols for advanced multi hop networks

● Able to identify and discuss the concepts underlying IPv6 protocol, and their main

characteristics and functionality;

● Able to understand the principles and functionality of mobile IP, explaining its

concretization in IPv6; to understand the needs of optimization of the mobility

mechanisms and description of some extensions that aim to reduce handover latency

and requirements from terminals;

● Able to recognize the need for service integration and discuss how it can be

accomplished;

● Able to explain and exemplify current QoS architectures and mechanisms, and the QoS

support challenges in future networks;

● Able to understand and explain the design issues in transport services in face of

applications and services requirements;

● Able to understand theoretical and practical concepts behind the design of

multiconstained applications and services;

● Able to discuss relevant management issues and devise adequate network management

solutions;

● Able to identify and assess possible research opportunities and difficulties within the

course scope.

E-Commerce (BCE-E804)

Objective:-

This course provides an introduction to information systems for business and management. It

is designed to familiarize students with organizational and managerial foundations of systems,

the technical foundation for understanding information systems.

Page 16: Program Outcome B.Tech CSE

Outcome: -

● Demonstrate an understanding of the foundations and importance of E-commerce

● Demonstrate an understanding of retailing in E-commerce by:

o analyzing branding and pricing strategies,

o using and determining the effectiveness of market research

o assessing the effects of disintermediation.

● Analyze the impact of E-commerce on business models and strategy

● Describe Internet trading relationships including Business to Consumer, Business-to-

Business, Intra-organizational.

● Describe the infrastructure for E-commerce

● Describe the key features of Internet, Intranets and Extranets and explain how they

relate to each other.

● Discuss legal issues and privacy in E-Commerce.

● Assess electronic payment systems.

● Recognize and discuss global E-commerce issues

● Understand the basic concepts and technologies used in the field of management

information systems.

● Have the knowledge of the different types of management information systems.

● Understand the processes of developing and implementing information systems.

● Be aware of the ethical, social, and security issues of information systems.

Natural language Processing (BCE-E807)

Objective:-

This course introduces the fundamental concepts and techniques of natural language processing

(NLP). Students will gain an in-depth understanding of the computational properties of natural

languages and the commonly used algorithms for processing linguistic information. The course

examines NLP models and algorithms using both the traditional symbolic and the more recent

statistical approaches.

Outcome: -

● Understand approaches to syntax and semantics in NLP.

● Understand approaches to discourse, generation, dialogue and summarization within

NLP.

● Understand current methods for statistical approaches to machine translation.

● Understand machine learning techniques used in NLP, including hidden Markov

models and probabilistic context-free grammars, clustering and unsupervised methods,

log-linear and discriminative models, and the EM algorithm as applied within NLP

● Understanding of the fundamental mathematical models and algorithms in the field of

NLP.

● Apply these mathematical models and algorithms in applications in software design and

implementation for NLP.

● Understand the principles of language resource annotation and its use in machine

learning applications and apply the above principles in analysis of data and acquire

intended information through the use of available tools.

● Understand the design and implementation issues in various NLP applications such as

information retrieval and information extraction.

● Understand the complexity of speech and the challenges facing speech engineers.

● Understand the principles of automatic speech recognition and synthesis.

● Problem solving using systematic ways and learning independently.

Page 17: Program Outcome B.Tech CSE

BIG DATA (BCE-E812)

Objective:-

The main goal of this course is to help students learn, understand, and practice big

data analytics and machine learning approaches, which include the study of modern

computing big data technologies and scaling up machine learning techniques focusing on

industry applications.

Outcome: -

● Ability to identify the characteristics of datasets and compare the trivial data and

big data for various applications.

● Ability to select and implement machine learning techniques and computing

environments that are suitable for the applications under consideration.

● Ability to solve problems associated with batch learning and online learning, and

the big data characteristics such as high dimensionality, dynamically growing data

and in particular scalability issues.

● Ability to understand and apply scaling up machine learning techniques and

associated computing techniques and technologies.

● Ability to recognize and implement various ways of selecting suitable model

parameters for different machine learning techniques.

● Ability to integrate machine learning libraries and mathematical and statistical tools

with modern technologies like Hadoop and map reduce.