CEG Feb 2009

B.Eng. (Computer Engineering)

Joint programme between Faculty of Engineering and School of Computing

A/Prof Tham Chen Khong

Co-Chairperson, Joint Academic Committee

http://www.ceg.nus.edu.sg

Overview of Briefing

• What is Computer Engineering (CEG)? • Programme Objectives • Full Degree Programme Requirements • Industrial Attachment • Grade Point System • Grade-free Scheme • Academic Advisors

CEG: Designing Intelligence Design computing systems for a smarter world Unique multi-disciplinary programme Conceive-Design-Implement paradigm Industrial attachment, overseas experience

What is Computer Engineering? Discipline which combines electrical engineering and computer science Computer engineers are involved in many aspects of computing, from low level circuit designs using computing devices to large scale integration involving hardware and software systems. A graduate in this programme is expected to have fundamental knowledge in

mathematics, physics, electronics, digital logic, programming and algorithms, computer architecture, operating systems, networks, embedded systems

A graduate is also expected to have some experience in design of hardware

and software systems Relevant industrial experience will also complement the knowledge and skills of the student.

Characteristics of CEG Graduates Technical Skills: Technically competent to solve complex problems and adapt effectively in a fast changing environment Thinking skills: Critically think, analyze, and make decisions that give due consideration to global issues in business, ethics, society and environment Leadership, Team building: Communicate effectively, act with integrity, have inter-personal skills needed to engage in, lead and nurture diverse teams Attitude: Committed to lifelong learning, resourceful and embrace global challenges and opportunities to make a positive impact in society

CEG Feb 2009

CEG Joint Academic Committee Prof. Tulika Mitra (Chairperson, JAC) A/Prof Tham Chen Khong (Co-Chairperson, JAC) A/Prof Wong Weng Fai Dr. Soo Yuen Jien A/Prof Loh Ai Poh A/Prof Vivian Ng A/Prof Tan Woei Wan Dr Colin Tan Keng Yan (Year 1 Coordinator) A/Prof Bharadwaj Veeravalli (Year 2 & 3 Coordinator) A/Prof Chan Mun Choon (Year 4 Coordinator/FYP Coordinator) A/Prof Hari Garg (FYP coordinator) Dr. Rajesh C Panicker (CEG internship coordinator) Mr Low Mun Bak (Admin support for CEG1 & CEG2) Ms Winnie Chua (Admin support for CEG3 & CEG4)

Programme Requirements University Level Requirements Unrestricted Elective

Requirements

125 MCs

General Education Modules (GE) (5 modules, each 4 MCs) comprising : •Human Cultures (HC) •Quantitative Reasoning (QR) •Thinking and Expression (T&E) •Singapore Studies (SS) •Asking Questions (AQ)

16 MCs drawn from various modules offered across NUS, including ES1000 and/or ES1103 (if not exempted)

Total MCs = 161

Full Degree Programme Requirements

Note: MC = “modular credit”

Major Programme Requirements Programme Components Modules MC

Non-technical requirements common to all BEng students

ES1531 Critical Thinking & Writing EG2401 Engineering Professionalism (3 MCs) CS2101 Effective Comm for Computing Professionals

11

Core Modules CS1010 Prog Methodology CS1020 Data Structures & Algo I CS1231 Discrete Structures CS2103T Software Engrg CG1001 Intro to Comp Eng. (2 MCs) CG1108 Electrical Engrg CG2271 Real-Time Operating Systems CG2023 Signals & Systems CG3207 Computer Arch CP3880 ATAP or EG3611 IAP(12 MCs)

EE2020 Digital Fundamentals (5 MCs) EE2021 Devices & Circuits EE2024 Prog for Comp Interfaces (5 MCs) EE3204 Comp Comm Networks I MA1505 Mathematics I MA1506 Mathematics II PC1432 Physics IIE ST2334 Probability & Statistics

80

Projects CG3002 Embedded Systems Design Project (6 MCs) EE3031 Innovation & Enterprise I CG4001 B Eng Dissertation (FYP) (over 2 sem, 12 MCs)

22

Technical Electives Minimum 3 modules, at least 2 depth modules 12

Total MCs for Programme Requirements 125

Possible Schedule for CEG AY2016/17 Direct Intake (with 6 months IA)

^Students on Industrial Attachment (IA) are allowed to take up to two modules that are offered in the evenings (subject to approvals and availability). Depending on the preferred semester for IA, the modules for sem 5 & 6 may be mutually-swapped.

Sem 1 Sem 2 Sem 3 Sem 4 Sem 5 Sem 6 Sem 7 Sem 8

CG1001 Intro to Comp Engrg (2 MCs)

CG1108 Electrical

Engineering

CS2101 Effective Comm for Computing Professionals

CG2023 Signals

& Systems

CG3002 Embedded Systems

Design Project (6 MCs)

CP3880 ATAP

or

EG3611 IA

(12 MCs)

CG4001 B.Eng.

Dissertation

CG4001 B.Eng.

Dissertation

CS1010 Programming Methodology

CS1020 Data Structures & Algorithms I

CS2103T Software Engrg

CG2271 Real-Time

Operating Syst

CG3207 Computer

Architecture

Breadth Elective

Depth Elective

CS1231 Discrete

Structures

ES1531 Critical Thinking

& Writing

EE2020 Digital

Fundamentals (5 MCs)

EE2024 Programming for

Computer Interfaces (5 MCs)

EE3204 Computer Comms

Networks I

GET1xxx Depth Elective

MA1505 Math I

MA1506 Math II

EE2021 Devices &

Circuits

ST2334 Probability &

Statistics

EG2401 Engrg Profsm

(3 MCs)

EE3031 Innovation & Enterprise I

UEM UEM

GER1000 Quantitative Reasoning

PC1432 Physics IIE GES1xxx GEH1xxx GEQ1xxx UEM^

ES1103*/UEM

22 MCs 20 MCs 21 MCs 21 MCs 21 MCs 20 MCs 18 MCs 18 MCs TOTAL (MINIMUM) GRADUATION REQUIREMENTS = 161 MCs

Possible Schedule for CEG AY2016/17 Poly Intake (Not exempted CG1108)

Students from Poly intake (who are NOT exempted from CG1108) will take CS1010E (in lieu of CS1010) due to exam clashes between CS1010 and PC1222. 1 Poly students are required to take MA1301 (pre-req of MA1505) and PC1222 (pre-req of PC1432) as compulsory Programme requirements. 2 Poly students exempted from MA1301, will take MA1505 in place, AND will need to take one additional Technical Elective (to make up the 4 MCs shortfall). - The minimum 12 MCs of Technical Electives satisfying the CEG Breadth / Depth requirements can be taken at any semester upon satisfying the pre-requisites. - The GE pillars can be taken at any semester; the above serve as a guide. * If not exempted.

Sem 1 Sem 2 Sem 3 Sem 4 Sem 5 Sem 6 Sem 7

CG1001 Intro to Comp Engrg (2 MCs)

CG1108 Electrical

Engineering

CS2103 Software Engrg

CG2023 Signals

& Systems

CG3002 Embedded

Systems Design Project (6 MCs)

CG4001 B.Eng.

Dissertation

CG4001 B.Eng.

Dissertation

CS1010E Programming Methodology

CS1020 Data Structures & Algorithms I

EE2020 Digital

Fundamentals (5 MCs)

CG2271 Real-Time

Operating Syst

CG3207 Computer

Architecture

EG2401 Engrg Profsm

(3 MCs)

Technical Elective Depth

MA13011,2 Introductory

Math

CS1231 Discrete

Structures

EE2021 Devices &

Circuits

EE2024 Programming for

Computer Interfaces (5 MCs)

EE3204 Computer Comms

Networks I

EE3031 Innovation & Enterprise I

Technical Elective Depth

PC12222 Fundamentals of Physics II

MA1505 Math I

MA1506 Math II

PC1432 Physics IIE

ST2334 Probability &

Statistics

Technical Elective Breadth

GER1000 Quantitative Reasoning

ES1531 Critical Thinking

& Writing GES1xxx GEH1xxx GEQ1xxx GET1xxx

ES1103*

18 / 22 MCs 20 MCs 21 MCs 21 MCs 22 MCs 21 MCs 14 MCs

TOTAL (MINIMUM) GRADUATION REQUIREMENTS = 161 MCs (or 165 MCs)*

Possible Schedule for CEG AY2016/17 Poly Intake (exempted CG1108)

1 Poly students are required to take MA1301 (pre-req of MA1505) and PC1222 (pre-req of PC1432) as compulsory Programme requirements. 2 Poly students exempted from MA1301, will take MA1505 in place, AND will need to take one additional Technical Elective (to make up the 4 MCs shortfall). - The minimum 12 MCs of Technical Electives satisfying the CEG Breadth / Depth requirements can be taken at any semester upon satisfying the pre-requisites. - The GE pillars can be taken at any semester; the above serve as a guide. * If not exempted.

Sem 1 Sem 2 Sem 3 Sem 4 Sem 5 Sem 6 CG1001

Intro to Comp Engrg (2 MCs)

CS1020 Data Structures & Algorithms I

CS1231 Discrete Structures

CG2023 Signals

& Systems

CG4001 B.Eng. Dissertation

CG4001 B.Eng.

Dissertation

CS1010 Programming Methodology

EE2024 Programming for

Computer Interfaces (5 MCs)

CS2103 Software Engrg

CG2271 Real-Time

Operating Syst

CG3002 Embedded Systems

Design Project (6 MCs)

EE3031 Innovation & Enterprise I

MA13011,2 Introductory Math

ES1531 Critical Thinking

& Writing

EE3204 Computer Comms

Networks I

EG2401 Engrg Profsm

(3 MCs)

CG3207 Computer

Architecture

Technical Elective Depth

EE2020 Digital Fundamentals

(5 MCs)

MA1505 Math I

MA1506 Math II

PC1432 Physics IIE

Technical Elective Breadth

Technical Elective Depth

GER1000 Quantitative Reasoning

GEH1xxx PC12221

Fundamentals of Physics II

ST2334 Probability &

Statistics GET1xxx

ES1103* OR EE2021 Devices & Circuits GES1xxx GEQ1xxx

23 MCs 21 MCs 24 MCs 23 MCs 24 MCs 18 MCs

TOTAL (MINIMUM) GRADUATION REQUIREMENTS = 161 MCs (or 165 MCs)*

Comms and Networking CS2010 Data Structures & Algorithms II CS2107 Introduction to Information Security CS3103 Computer Networks Practice CS3230 Design & Analysis of Algorithms CS3235 Computer Security CS4222 Wireless Networking CS4226 Internet Architecture CS4236 Cryptography Theory & Practice CS4238 Computer Security Practice EE3131C Communication Systems EE4113 Digital Communications & Coding EE4114 Optical Communications EE4210 Computer Communications Networks II

Large-Scale Computing CS2010 Data Structures & Algorithms II CS2102 Database Systems CS2104 Programming Language Concepts CS2107 Introduction to Information Security CS3210 Parallel Computing CS3211 Parallel and Concurrent Programming CS3223 Database Systems Implementation CS3230 Design & Analysis of Algorithms CS3235 Computer Security CS4211 Formal Methods for Software Engrg CS4212 Compiler Design CS4221 Database App Design and Tuning CS4223 Multi-core Architectures CS4224 Distributed Databases CS4231 Parallel and Distributed Algorithms CS4345 General-Purpose Computation on GPU EE4210 Computer Comms Networks II

CEG Technical Electives

Interactive Digital Media CS2108 Introduction to Media Computing CS3240 Interaction Design CS3241 Computer Graphics CS3242 3D Modeling and Animation CS3247 Game Development CS3249 User Interface Development CS4243 Computer Vision and Pattern Recognition CS4247 Graphics Rendering Techniques CS4249 Phenomena and Theories of HCI CS4347 Sound and Music Computing EE3206 Intro to Computer Vision & Image Processing EE3331C Feedback Control Systems EE3731C Signal Processing Methods EE3701 Digital Media Technologies EE4212 Computer Vision EE4213 Image & Video Processing EE4604 Biological Perception in Digital Media ME4245 Robot Kinematics, Dynamics and Control

Intelligent Systems CS2010 Data Structures & Algorithms II CS3240 Interaction Design CS3243 Introduction to Artificial Intelligence CS3244 Machine Learning CS4244 Knowledge-based systems CS4246 AI Planning and Decision Making CS4248 Natural Language Processing EE3206 Intro to Computer Vision & Image Processing EE3331C Feedback Control Systems EE3731C Signal Processing Methods EE4212 Computer Vision EE4213 Image & Video Processing EE4305 Introduction to Fuzzy/Neural Systems EE4307 Control Systems Design & Simulation EE4308 Advances in Intelligent Sys & Robotics

CEG Technical Electives

Embedded Computing CS2010 Data Structures & Algorithms II CS2104 Programming Language Concepts CS2107 Introduction to Information Security CS2108 Intro to Media Computing CS3103 Computer Networks Practice CS3218 Multimodal Processing in Mobile Platforms CS3235 Computer Security CS4212 Compiler Design CS4222 Wireless Networking CS4236 Cryptography Theory & Practice CS4238 Computer Security Practice EE3206 Intro to Computer Vision & Image Proc EE4210 Computer Communications Networks II EE4214 Real-time Embedded Systems EE4218 Embedded Hardware System Design EE4415 Integrated Digital Design

Systems-On-A-Chip Design CS4223 Multi-Core Architectures EE3407 Analog Electronics EE3408C Integrated Analog Design EE4214 Real-time Embedded Systems EE4218 Embedded Hardware System Design EE4415 Integrated Digital Design EE4505 Power Semiconductors Devices & ICs

CEG Technical Electives

Industrial Attachment (IA) Industrial Attachment (IA) • Compulsory for AY2016-17 intake (12 MCs credited under Programme requirement)

In lieu of 12 MCs of compulsory IA, Poly students will have: - MA1301 (for those exempted from MA1301, they read ONE Technical Elective) - PC1222 and - One 4 MCs UEM (from 4 MCs granted under APC) -- exemption For Poly students, the 20MCs (APC) under UEM is derived from : - 16MCs UEM from APC + 4 MCs from compulsory IA Poly students who wish to do IA/3-month internship (SIP/VIP) will have to count the credits as extra (i.e. they graduate with more than 160 MCs) FOE: http://www.eng.nus.edu.sg/undergrad/epmc/iap.html SOC: http://www.comp.nus.edu.sg/undergraduates/beyond_atap_students.html

Grading System

• Graded Basis : A+, A, A-, B+, B, B-, C+, C, D+, D, F Programme Requirements/Minor/2nd Major/2nd Degree modules

• Ungraded Basis

Satisfactory / Unsatisfactory (S/U) option

Completed Satisfactorily /Completed Unsatisfactorily (CS/CU)

Grade Point System Grade Point (GP):

CAP – Cumulative Average Point (Σ MCi x GPi) / (Σ MCi) Honors Classification Honors (Highest Distinction) CAP 4.5 & above Honours (Distinction) CAP 4.0 to 4.49 Honours (Merit) CAP 3.5 to 3.99 Honours CAP 3.0 to 3.49 Pass CAP 2.0 to 2.99

A+/A A- B+ B B- C+ C D+ D F 5.0 4.5 4.0 3.5 3.0 2.5 2.0 1.5 1.0 0

S/U Option

• S/U option: obtain either a Satisfactory (S) or an Unsatisfactory (U) record for the module

- Not included in the calculation of your performance - 3-day window to decide on S/U after release of results - Irrevocable!

Notes: You must score a minimum “C” grade to get “S”. Otherwise your

transcript will show “U” (Unsatisfactory) for the module. “U” also means that the module cannot be counted as satisfying

a pre-requisite.

Grade-free Scheme for first two (regular) semesters

• The Grade-free Scheme is to ease your transition into NUS

• Exercise S/U option of up to 32 MCs in the first two (regular) semesters, with up to 12 MCs in remaining sems (if unused).

• Poly students with > 20 APCs may exercise S/U for up to 20 MCs only in the 1st two regular sem; if this is not fully utilised, may still be exercised in subsequent sem, for up to 12 MCs.

• Students with a prior university degree do not have any S/U options and are not eligible for the Grade-free Scheme

• Once an ‘S' or ‘U' grade is assigned to a module, it will count towards the 32-MC limit that can be taken on an S/U basis.

The S/U option can be exercised on the following modules: • All Level 1000 modules (except for the English for

Academic Purposes modules) • All Level 2000 modules with no other NUS modules as

pre-requisites (unless otherwise stipulated by the Faculties/Departments).

• Centre for Language Studies’ language modules at all levels

• Centre for English Language Communication’s (CELC) Level 2000 communication modules (CS2101, ES2002, ES2007, ES2007S, ES2331, CS2301/IS2101)

• CELC/UTown College Programme’s (UTCP) Ideas & Exposition 2 (IEM2201-coded)

Grade-free Scheme for first two (regular) semesters

Probation and Dismissal

First Semester Second Semester Third Semester Onwards

All students progress

Advisory for students found to be performing poorly despite the grade-free scheme (if raw CAP*<2.0 after first two sems)

Probation if CAP<2.0 for current sem; Dismissal if CAP<2.0 for two consecutive sems

*Raw CAP • Pre S/U CAP (original grades) • Computation of CAP without any S/U options applied for current and

previous sems

Other information 1. Limit on Level 1000 modules: Students should not read more than 60 MCs of level 1000 modules

towards their degree requirements (minimum of 160 MCs for graduation). http://www.eng.nus.edu.sg/ugrad/SI_faq.html#A10

2. Satisfactory/Unsatisfactory (S/U) option (AY2016 intake):

http://www.nus.edu.sg/registrar/edu/UG/graduation.html#SU https://myportal.nus.edu.sg/studentportal/academics/ug/su-

homepage.html S/U for semester 1: late Dec; for semester 2: early June 3 days only after results release: Check NUSNET mail for more

information from RO

Other information

3. Basic English Course (ES1000) and ES1103 English for Academic Purposes - If you do not pass your QET you must bid for ES1000&/ES1103 EAP so that

you can take ES1531 next semester. - Students who missed July 2016 QET should look out for the next registration

(for November QET). - ES1103 is 4MCs. What do the QET results mean? • Students who obtain Band 1 will have to take ES1000 followed by ES1103. • Students who obtain Band 2 will have to take ES1103. • Students who obtain Band 3 are exempted from these English modules • The bidding points will be fully refunded at the beginning of the following

semester upon successful completion of ES1000. Points will NOT be refunded for ES1103.

4. Exemptions for Poly graduates of AY2016/17 intake admitted into CEG:

Poly graduates admitted into CEG in AY2016/17 will follow AY2016/17 CEG curriculum and may be eligible for the following exemptions (up to 32 MCs) from the following list, depending on the Diploma from the polytechnics.

i. Up to 20 MCs from Unrestricted Elective Modules (UEM). The 20 MCs from UEM will NOT be counted as part of the 60 MCs limit on level-1000 modules that students are allowed to read.*

ii. Specific exemptions of up to 12 MCs from programme requirements comprising of one or more modules are as determined by the Department on a case-by-case basis.

* For details on the poly exemptions, please refer to: http://www.ceg.nus.edu.sg/admissions/.

5. Poly students should NOT take SIX modules (23MCs) and ES1103 in

sem 1 - Students who need to take ES1103, should take it in sem 1 (so as to be able to read

ES1531 in sem 2, and delay EE2021 (does not lead on to other core module). The same goes for students under RVRC/UTCP/other programmes (which require taking certain prescribed module(s) in the first sem).

Other information

MC excluded from CAP • Modules taken on S/U & CS/CU basis or during exchange, NOC, IA/Internship and APCs are not factored into CAP

Minimum graded MCs Minimum graded MCs (NUS modules with assigned letter-grades ‘A+’ to ‘D’, ‘CS’ grade or ‘S’-grade) counted towards Degree, Major, and Minor Requirements: - A minimum of 50% for degree requirements (residency); - A minimum of 60% for major requirements; and - A minimum of 16 MC for minor requirements - Only up to 32 MCs may be accrued from modules on S/U basis.

Limit on level 1 modules : 60 MCs max !

- Check your grouping at http://www.eng.nus.edu.sg/ugrad/MS_timetable.html

Click on the link under point 5 - 'Group Allocation (Please check group

allocation for Semester 1)'. Please refer to course code ‘CEGx’. - Refer to http://www.eng.nus.edu.sg/ugrad/schedule1617-Sem1.htm > Tab ‘C’ and the individual module’s timetable CEG1 students should refer to group C02 - C07B. CEG2 (Poly) students should refer to group C01a and C01b. For most students, four core modules would be pre-allocated as per C0x;

students should bid for ES1103/ES1000 (if applicable). Note: GE module (in Sem 1) will also be pre-allocated.

Grouping and Timetable

Centralised Online Registration System (CORS)

Prior to registration/bidding in CORS, watch the ‘CORS Briefing Video/Slides for Freshmen’ via http://www.nus.edu.sg/cors/using-cors.html to learn how to use CORS

All freshmen (‘NEW’ students) start bidding from Round

1C i.e. 28 July 2016.

Can I drop a module after securing it?

Student Exchange Programme http://www.ceg.nus.edu.sg/sep/

Students who are keen to go for SEP in Year 3 will apply in Year 2 (Sept-Oct). Lots of prior planning required! http://www.nus.edu.sg/iro/ Refer for - General queries - Application - Eligibility - Module Mapping - Financial Assistance etc.

Check out other enrichment programmes like NUS Overseas Colleges (NOC) etc.

CEG Prizes and Awards • PwC Prize for Whole Leadership: 2 Year 2 CEG students based

on academic and non-academic excellence

• MAS Academic Excellence Prize: Best Year 2 student pursuing Computing or Business Analytics or Computer Engineering

degree at the SoC who has achieved a CAP of at least 3.50. The award recipients must be Singapore Citizens

• Defence Science Technology Agency Gold Medal • IES Gold Medal • Lee Kuan Yew Gold Medal • IEEE Singapore Computer Society Gold Medal and Prize • IEEE Singapore Computer Society Book Prize • Halbrecht Associates Prize • Alcatel-Lucent Telecommunications Prize • IEEE Control Systems Chapter Prize

Cohort Representatives • In Sep 2014, the ECE Dept established the

ECE Undergraduate Student Council (USC) comprising primarily of EE and CEG cohort reps ECE scholars Presidents of the ECE Club, IEEE NUS Student Branch

and the IEEE-HKN NUS Chapter • In accordance with the USC Constitution, cohort reps will be

elected by the student body within the first 2 weeks of Semester 1

• Existing cohort reps and deputy reps are to continue their positions till the new reps have been elected. They are welcome to run for elections if they aspire to keep their positions.

• Candidate elected as cohort rep or deputy rep will represent his/her cohort on class matters

• Only the Cohort Reps will be awarded USC memberships and will be involved in the broader mission of the USC

More details will be mentioned by the USC later

Cohort Representatives

SoC Leadership Programme

http://www.comp.nus.edu.sg/undergraduates/beyond_slp.html

A new SoC initiative designed to help undergraduates

realize their potential as leaders, and develop the qualities that are essential to good leadership in a systematic way

Plagiarism

Academic Advisor Each CEG student is assigned an Academic Advisor/Mentor (mid-Aug)

• Advisors offer academic advice and counsel

• Advisors will write letters of recommendation for you

• See your Academic Advisor regularly so they can get to know you better

University Health, Wellness & Counselling Centre http://www.nus.edu.sg/uhc/

Emotional & Psychological Well Being • Anxiety, Depression • Mental Health, Self-Worth, Shyness, Stress • Eating Disorders • Sudden Loss and Grief • Feelings, Loneliness Relationship Issues • Abusive Relationships, Family Stress, Managing Conflicts, Surviving a Breakup Personal Effectiveness • Decision Making, Motivation, Test Anxiety, Time Management, Challenges of University Life

Department Peer tutoring programme ECE Caregroup (alternate weeks): goal setting, making new friendships, coping with exam stress Email Ms Nicole Phua (elepwqn) if interested Faculty of Engineering Mr Martin Nonis, Student Support Manager University Counselling and Psychological Services (CPS) @ UHC

Resources

http://www.nus.edu.sg/uhc/cps/

Student-centric Curriculum • Your feedback is important to us • Multi-level feedback to improve CEG programme

• Module level: end of the semester • Programme level: end of every academic year

• Survey at the beginning of the academic year • Your background • Your expectations • Your ambitions

• Please participate!

Some administrative points Please check your NUS email account for future

announcements: - Your NUS account is E000XXXX@u.nus.edu - Please indicate your full name and your student ID:

A0XXXXX for identification.

Freshmen Welcome Event

Wednesday 17 August 2016

How to make the most of and succeed in NUS? • Plan carefully from your first year, esp. if you are interested in SEP

• Consistent work throughout the semesters

• Attend all lectures, tutorials and labs

• Plan your projects

• Form good learning habits right from Day 1

• Get to know people around you

• Enjoy your studies!

• Many levels of help throughout the system

-> Academic Advisors, Year Coordinators, Counselling Centre

Thank You for your attention!

Questions?

Sharing by

Dhruv Jain

CEG2