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BTech AI and ML Syllabus, Subjects, Top Colleges, Yearly, Semester, Books, Projects

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Sounak Banerjee

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BTech Artificial Intelligence and Machine Learning is a 4 year undergraduate degree program in the engineering stream. In this course, students are taught how to write the code of the said machine. This code works as a guiding instruction for machines so that machines can perform tasks with less human interaction.

BTech Course Details BTech Admission Process

In order to communicate with the machines, the students are required to know the specific language understood by the machine, thus in the program students are taught the languages which can be input into the machine. Computer languages like Lisp, JAVA and Python are some languages that are taught in this course.

BTech Artificial Intelligence and Machine Learning Course Details

Level of Program Undergraduate
Program Duration 4 Years
Eligibility Criteria Applicants qualifying their 10+2 exam from a recognised Board and Science stream (Physics and Mathematics compulsory subjects) are eligible
Admission Process Both Entrance Test based and Merit-based admission process
Average Course Fee INR 1,00,000/- to INR 1,50,000/- per annum
Average Starting Salary Between 10 LPA and 15 LPA
Job Profiles Data Analyst, Data Scientist, Data Engineer, Principle Data Scientist, Computer Vision Engineer, etc

B.Tech in Artificial Intelligence and Machine Learning Syllabus

Semester 1 Semester 2
Physics Basic Electronics Engineering
Physics Lab Basic Electronics Engineering Lab
Mathematics I Mathematics II
Playing with Big Data Data Structures with C
Programing in C Language Data Structures-Lab
Programing in C Language Lab Discrete Mathematical Structures
Open Source and Open Standards Introduction to IT and Cloud Infrastructure Landscape
Communication WKSP 1.1 Communication WKSP 1.2
Communication WKSP 1.1 Lab Communication WKSP 1.2 Lab
Seminal Events in Global History Environmental Studies
- Appreciating Art Fundamentals
Semester 3 Semester 4
Computer System Architecture Introduction to Java and OOPS
Design and Analysis of Algorithms Operating Systems
Design and Analysis of Algorithms Lab Data Communication and Computer Networks
Web Technologies Data Communication and Computer Networks Lab
Web Technologies Lab Introduction to Java and OOPS
Functional Programming in Python Applied Statistical Analysis (for AI and ML)
Introduction to Internet of Things Current Topics in AI and ML
Communication WKSP 2.0 Database Management Systems & Data Modelling
Communication WKSP 2.0 Lab Database Management Systems & Data Modelling Lab
Securing Digital Assets Impact of Media on Society
Introduction to Applied Psychology -
Semester 5 Semester 6
Formal Languages & Automata Theory Reasoning, Problem Solving and Robotics
Mobile Application Development Introduction to Machine Learning
Mobile Application Development Lab Natural Language Processing
Algorithms for Intelligent Systems Minor Subject 2 – General Management
Current Topics in AI and ML Minor Subject 3 - Finance for Modern Professiona
Software Engineering & Product Management Design Thinking
Minor Subject: - 1. Aspects of Modern English Literature or Introduction to Linguistics Communication WKSP 3.0
Minor Project I Minor Project II
Semester 7 Semester 8
Program elective Robotics and Intelligent Systems
Web Technologies Major Projects 2
Major Project- 1 Program Elective-5
Comprehensive Examination Program Elective-6
Professional Ethics and Values Open Elective - 4
Industrial Internship Universal Human Value & Ethics
Open Elective - 3 -
CTS-5 Campus to corporate -
Introduction to Deep Learning -

BTech AI and ML Subjects

  • Programming Using C - This will help students to learn C Programs using basic programming constructs and to perform input/output and file handling in C. This includes topics such as General problem-solving concepts, Pointers, Array and structures, C language - types of operators and expressions.
  • Data Structures - This includes the concepts of List ADT in the applications of various linear and nonlinear data structures. This will teach students about searching, sorting and hashing techniques.
  • Functional Programming in Python - After learning this students will be able to Implement Python programs with conditionals and loops, Read and write data from/to files in Python and Run Python Programs at interactive and script modes.
  • Advanced Engineering Mathematics - This includes Linear Programming,Classical Optimization using Differential Calculus,RandomVariables,Formulation of Design Problems as a Mathematical Programming Problems, etc 
  • Technical Communication - Students will learn about introduction about technical communication, Technical Writing, Grammar and Editing, Comprehension of Technical Materials/Texts and Information Design & development, Advanced Technical Writing, etc
  • Managerial Economics and Financial Accounting - Topics like Basic economic concepts, Production and Cost analysis, Market structure and pricing theory, Financial statement analysis, etc 
  • Concepts in Artificial Intelligence - Students will get in-depth knowledge about Meaning and definition of artificial intelligence, Introduction to Genetic Algorithms.,Game playing techniques,Semantic networks etc

BTech AI and ML Syllabus in Bikaner Technical University

Year 1 Subjects Year 2 Subjects
Linear Algebra and Differential Calculus Digital Logic Design
Applied Physics Object Oriented Programming in C++
English Probability and Statistics
Programming for Problem Solving Discrete Mathematics
Engineering Graphics Database Management Systems
Differential Equations and Vector Calculus Computer Organization
Engineering Chemistry Operating Systems
Data Structures Economics and Accounting for Engineers
- Java Programming
- Design and Analysis of Algorithms
- Lab Work
Year 3 subjects Year 4 Subjects
Computer Networks Cryptography and Network Security
Data Warehousing and Data Mining Neural Networks and Deep Learning
Artificial Intelligence Fundamentals of Management and Entrepreneurship
Machine Learning Lab Work
Big Data Analytics -
Software Engineering -

BTech AI and ML Syllabus in JNTU

Semester 1 Semester 2
Mathematics - I Mathematics - II
Chemistry Applied Physics
Basic Electrical Engineering Programming for Problem Solving
Engineering Workshop Engineering Graphics
English Applied Physics Lab
Engineering Chemistry Lab Programming for Problem Solving Lab
English Language and Communication Skills Lab Environmental Science
Basic Electrical Engineering Lab -
Semester 3 Semester 4
Discrete Mathematics Formal Language and Automata Theory
Data Structures Software Engineering
Mathematical and Statistical Foundations Operating Systems
Computer Organization and Architecture Database Management Systems
Python Programming Object Oriented Programming using Java
Business Economics & Financial Analysis Operating Systems Lab
Data Structures Lab Database Management Systems Lab
Python Programming Lab Java Programming Lab
Gender Sensitization Lab Constitution of India
Semester 5 Semester 6
Design and Analysis of Algorithms Artificial Intelligence
Machine Learning DevOps
Computer Networks Natural Language Processing
Compiler Design Professional Elective – III
Professional Elective - I Artificial Intelligence and Natural Language Processing Lab
Professional Elective - II DevOps Lab
Machine Learning Lab Professional Elective - III Lab
Computer Networks Lab Environmental Science
Advanced Communication Skills Lab -
Intellectual Property Rights -
Semester 7 Semester 8
Neural Networks & Deep Learning Organizational Behaviour
Reinforcement Learning Professional Elective - VI
Professional Elective - IV Open Elective - III
Professional Elective - V Project Stage - II
Open Elective - II -
Deep Learning Lab -
Industrial Oriented Mini Project/ Summer Internship -
Seminar -
Project Stage -

Manipal Institute of Technology BTech AI and ML Syllabus

Syllabus for Manipal Institute of technology Btech AI and ML :

Semester 1 Semester 2
Engineering Mathematics-I Engineering Mathematics-II
Engineering Physics Engineering Chemistry
Basic Civil Engineering Basic Electrical Technology
Environmental Studies Problem Solving Using Computers
Basic Electronics Basic Mechanical Engineering
Engineering Graphics Communication Skills in English
Engineering Physics Lab Problem Solving Using Computers Lab
Workshop Practice Engineering Chemistry Lab
Third Semester 4th Semester
Linear Algebra and Logic Probability and Optimization
Digital Systems and Computer Organization Database Systems
Data Structures Design and Analysis of Algorithms
Introduction to Data Analytics using Python Artificial Intelligence
Object Oriented Programming Operating Systems
Formal Languages and Automata Theory Open Elective – I
Data Structures Lab Algorithms Lab
Digital Systems Design Lab Database Systems Lab
Object Oriented Programming Lab Artificial Intelligence Lab
Fifth Semester Sixth Semester
Essentials of Management Engineering Economics and Financial Management
Machine Learning Deep Learning
Foundation of Computer Vision Big Data Analytics
Parallel Computer Architecture and Programming Program Elective – I
Artificial Neural Network Program Elective – II
Open Elective – II Open Elective – III
Computer Vision Lab Deep Learning Lab
Parallel Programming Lab Internet Technologies Lab
Machine Learning Lab Big Data Analytics Lab
Seventh Semester Eighth Semester
Program Elective – III Industrial Training
Program Elective – IV Project Work/Practice School
Program Elective – V -
Program Elective – VI -
Program Elective – VII -
Open Elective – IV -

BTech AI and ML Course Structure

The Ph.D. BTech AI and ML courses prepare students with fundamental knowledge of the Foundations of Computational Mathematics, core areas of Computer Science, along with the latest advancements in Artificial Intelligence and Machine Learning. This will help students to create applications and solutions for the world that we live in. The course structure of Btech in AI and ML is as follows:

  • 8 semesters
  • Project work 
  • Internship 
  • Experiments
  • Core Subjects
  • Elective Subjects

BTech AI and ML Syllabus Teaching Methodology and Techniques

Students pursuing BTech Artificial Intelligence and Machine Learning are taught Mathematics and Physics in modular forms during their first few semesters and then the program will focus on subjects that are at the core of AI. This will help to develop research abilities and innovative project development in the field of AI, ML, DL, networking, security, web development, Data Science and also emerging technologies for the benefit of society. The overall teaching structure of the course includes:

  1. Case Studies
  2. Experiments
  3. Real-time Projects
  4. Internships
  5. Practical Sessions

BTech AI and ML Syllabus Experiments

These Experiments will help students to write programs for solving real-world problems using OOP techniques, java collection framework. This will improve the ability to create practical and contemporary applications such as TCP/IP network programming, Web applications, discrete event simulations

Write a program for the tree traversal methods
Write a Java program that implements a Quick sort algorithm for sorting a list of names in ascending order
Write a program the graph traversal methods
Write a Java program for the following: Create a doubly linked list of elements. Delete a given element from the above list.
Write a program to demonstrate working with dictionaries in python.
Write C programs to illustrate the following IPC mechanisms
a) Pipes
b) FIFOs
c) Message Queues
d) Shared Memory
Write a program to demonstrate working with dictionaries in python
Write a Java program for the following: Create a doubly linked list of elements. Delete a given element from the above list.

BTech AI and ML Books

Books Author
Discrete Mathematics and its Applications with Combinatorics and Graph Theory Kenneth H Rosen, 7th Edition, TMH.
Discrete Mathematics Richard Johnsonbaugh, 7ThEdn., Pearson Education.
Fundamentals of Data Structures in C E. Horowitz, S. Sahni and Susan Anderson Freed, Universities Press
Computer System Architecture M. Moris Mano, Third Edition, Pearson/PHI.
Core Python Programming Wesley J. Chun, Second Edition, Pearson.
Software Engineering, A practitioner’s Approach Roger S. Pressman, 6th edition, Mc Graw Hill International Edition
Advanced programming in the UNIX environment, W.R. Stevens, Pearson education.
Database System Concepts Silberschatz, Korth, Mc Graw hill, V edition.
Advanced programming in the Unix environment, W. R. Stevens, Pearson education.

BTech AI and ML Syllabus: FAQS 

Ques. Who are the top recruiters for Artificial Intelligence professionals?

Ans. The topmost recruiting companies for Artificial Intelligence course professionals are, namely, Google, TCS, Capgemini, Samsung, Amazon, etc.

Ques.Is it good to study BTech cse specialization in AI and ML?

Ans. With the advancement of technology and innovation artificial intelligence and machine learning is booming industry. The opportunities for jobs will be increasing in the upcoming future.It is the need of the hour.

Ques. What is the 1st year syllabus of BTech artificial intelligence?

Ans. The first-year syllabus of BTech artificial intelligence is:

  • Mathematics for Intelligent System – I
  • Computational Engineering Mechanics- I
  • Object Oriented programming
  • Elements of Computing System-I
  • Introduction to Electrical Engineering
  • Introduction to Digital manufacturing
  • Introduction to Drones

Ques.What are the subjects in CSE in the first years?

Ans. The subjects in CSE in first years are:

  • Engineering Physics
  • Engineering Chemistry
  • Engineering Mathematics-1
  • Engineering Mathematics-2
  • Engineering Drawing
  • Workshop Practice
  • Soft Skills
  • Programming in C
  • Programming in C++ ( or C language will be continued depending on your college.)
  • Basics of Electrical Engineering
  • Basics of Electronics Engineering
  • Basics of Mechanical Engineering
  • Professional Communication

Ques. Is AI a field worth doing BTech in?

Ans. Artificial Intelligence is science and methodologies to help computer and computer-enabled machines to mimic humans to solve complex real-world problems. The benefits of AI are Automation, Employment scope and speed.

Ques. For basics, what is the maths syllabus for getting into machine learning and AI?

Ans. Students will learn calculus and linear algebra,staistics, and probability theory. Other helpful undergraduate courses include optimization theory, numerical analysis, real analysis, and an introduction to topology.

Ques. Which colleges offer a Btech course?

Ans. The name of colleges that offer a Btech course in India are :

  • International Institute of Information Technology (IIIT), Pune
  • BITS Pilani/Mesra
  • SRM Institute of Science and Technology
  • Karunya Institute of Science & Technology
  • Vel Tech University
  • Vellore Institute of Technology
  • ICFAI Foundation For Higher Education
  • Banasthali Vidyapith

Ques. Is there a growing career in Artificial Intelligence Courses?

Ans. Yes, Artificial Intelligence has seen a huge growth in the field in the past few decades. Candidates can definitely get a promising career in Artificial Intelligence by getting employed in the job positions like Artificial Intelligence Researcher, Computer Scientist, Data Scientist, AI Gadgets Developer, etc. 

Ques. Which is better, BTech Artificial Intelligence or MTech Artificial Intelligence?

Ans. MTech Artificial Intelligence is considered a better course than BTech Artificial Intelligence as the MTech course offers a better salary and more industrial exposure. 

Bachelor of Technology [B.Tech] (Artificial Intelligence & Machine Learning) : 1137 answered questions

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Ques. My JEE main rank is 10000. Can I get computer science in NIT Trichy?

● Top Answer By Admin on 31 May 24

Ans. No, you will not get CSE in NIT Trichy with a 10000 JEE main rank. But you will get to pursue CSE from NIT Jalandhar, NIT Hamirpur, etc. Your rank is quite good but it will not be enough to get admitted to NIT Trichy. However, you might get admitted to other branches in NIT Trichy such as Production, ICE, MME, etc. You can also prepare for JEE Advanced and try your luck with the IITs. Do not lose hope because NIT Tricbhy is not the only best institute in the country to pursue CSE. Also, CSE is not the only course that will lead you to a successful path. There are many other colleges and many other courses that are equally good. Research and take your time. You will surely do great. All the best!Read more
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Ques. Is it worth it to join SRM University for a BTech in Computer Sciences. How is the scope at SRM?

● Top Answer By Kritika Guha on 27 Sept 23

Ans. Yes, it is worth joining SRM University for a B.Tech in Computer Science. The perks of joining SRM University for a BTech in Computer sciences are mentioned below: Academic Excellence: SRM University offers a BTech in Computer Science, which can provide you with a strong foundation in computer science and related fields. The university has ranked 28 among all top engineering colleges in India according to NIRF report 2023. It reflects its academic excellence, faculty strength as well as infrastructural abilities Quality Faculty: SRM attracts experienced and qualified faculty members who are experts in their respective fields of Computer science. They play a crucial role in imparting knowledge and mentoring students. State-of-the-Art Infrastructure: The university boasts modern and well-equipped classrooms, laboratories, libraries, and research facilities, providing students with a conducive learning environment. Industry Connections: SRM has strong ties with various industries, facilitating internships, industrial visits, and placement opportunities for students. International Collaborations: The university has partnerships with several international institutions, offering opportunities for student exchange programs and international exposure. Placement Track Record: SRM has a history of successful placements in reputable companies. The placement cell provides career guidance, training, and placement assistance to students. The recent placement statistics in mentioned below in tabular form. Particular Placement Stats of 2023 Highest package INR 57 LPA Average package INR 7-8 LPA Top recruiters  Infosys, ICICI Bank, IBM, Axis Bank, Berger, etc. Scholarship and Financial Aid: SRM provides scholarships like Merit Scholarship, Founder’s Scholarships, and Rank-based Scholarship to meritorious students, making quality education more accessible. Strong Alumni Network: Graduates of SRM have gone on to achieve success in various fields and can offer valuable networking opportunities. Ravi Kundru (Founder & CEO, QurHealth), Ashok Ramachandran (President, Schindler India), and many more established professionals are notable alumni of this organization. So, it is safe to conclude that SRM University is considered one of the best institutions, offering a wide range of academic programs, modern infrastructure, and a strong faculty. Its emphasis on research, industry connections, and vibrant campus life make it a compelling choice for many students seeking quality education and career opportunities.Read more
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Ques. I'm going to join ITM University, Gwalior in BTech (CSE). Should I buy a Windows laptop or Apple Macbook Air?

● Top Answer By Tridha Gupta on 28 Feb 22

Ans. If you are interested in programming and coding, then you can buy a windows laptop with decent specifications. It doesn’t have to be high-end. You can make it dual boot to get Linux as well. For development, Linux is widely used and compilers are available too. Some software work well in windows and Linux will be great for development.Read more
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Ques. How does CS at IIIT Hyderabad compare to BITS Pilani?

● Top Answer By Maulik Raichura on 27 Feb 23

Ans. Comparing IIIT Hyderabad and BITS Pilani cannot be done in terms of with as both are reputed institutes. However, they can be compared on the basis of individual parameters. For instance  Campus: BITS Placements: IIIT Hyderabad  Coding: IIIT Hyderabad Now it’s up to you to decide which factor will affect you the most. In my opinion choosing IIIT Hyderabad over BITS Pilani is a no-brainer as IIIT Delhi is the best when it comes to CSE. Its curriculum is designed exceptionally well. Apart from this, it fairs well in terms of modern technology, infrastructure, faculties, placements, and greater opportunities for higher studies and research. The only institutes that give IIIT Hyderabad an edge are IIT Bombay and IISc Bangalore. You are bound to gain a lot of fun experience and knowledge at IIIT Hyderabad and won’t regret joining it ever. However, this definitely does not mean BITS Pilani is not any good. It’s just that the outcomes offered by both institutes are different. If you want to go for MBA or Government Services in the future, BITS Pilani is a good choice as it offers a wider range of opportunities in contrast to CSE at IIIT Hyderabad which is suitable only if you want to stay in this field till the end.Read more
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Ques. Is Haldia Institute of Technology good for CSE in comparison with VIT Vellore or other colleges?

● Top Answer By Suraj Upadhay on 22 Mar 22

Ans. CSE from VIT Vellore is the better option. In fact, after IIITs and BITS, it is considered best for the CS domain. The video below will give you an honest review of VIT Vellore If you have a good command over Data Structure, Algorithm Design, and a bit of competitive coding, you can easily bag lucrative salary packages from reputed companies like Cisco, Microsoft, Goldman Sachs, etc. According to the placement highlights of recent years, VIT Vellore CSE average CTC stays around INR 7 LPA.Read more
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Ques. How is IIIT Vadodara for a Btech in CSE/IT?

● Top Answer By Priyansh Kumar on 16 Mar 23

Ans. If you have a choice between IIIT Vadodara and any other well-established NIT or IIIT for a Btech in CSE/IT, you should go for the latter as IIIT Vadodara lacks proper infrastructure and resources. However, studying B.tech in CSE at IIIT Vadodara is a rigorous course that offers different course content from other colleges, making students good engineers. The professors put in equal amounts of hard work to deliver their content in a professional manner, and there are ample resources available online for students.  IIIT Vadodara is a good option as it provides exposure to both theory and industrial practice, and the institute has improved immensely. The placements are also getting better, with tech giants recognizing IIIT Vadodara and aiding in projects through developer student clubs and Mozilla student clubRead more
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Ques. Is MAIT Delhi a good college to study CS? What are the placement stats? How good is the crowd there?

● Top Answer By Nimrit Kapoor on 16 Mar 23

Ans. When it comes to MAIT, it may not have the same coding environment as other colleges like MSIT or BVP. However, it is important to note that things are changing at MAIT, and there are opportunities for students to participate in coding competitions, Hackathons, Competitive Programming, Open Source, and more.  The availability of professors with research backgrounds is limited, and more could be done to expand opportunities for serious project work. The course curriculum at MAIT and IPU is outdated and may include subjects that are not directly relevant to CSE students. Placements at MAIT are strong, with companies like Amazon, Microsoft, Infosys, TCS, Wipro, and Accenture visiting the campus. More than 80% of students get placed, with some students receiving offers as high as 42 LPA from Microsoft. It's important to note that many placements listed by others also include off-campus opportunities obtained through individual skills and efforts. CS and IT students shouldn't have to worry about the crowd, especially if in the first shift, as the current boys-to-girl ratio in IT are approximately 2:1. You will get an overview of the college from the video belowRead more
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Ques. How are the CSE placements at UIET Chandigarh?

● Top Answer By Amulya Bhalla on 16 Mar 23

Ans. Media reports indicate that the placements for Panjab University UIET (BTech and MTech) Chandigarh in 2023 saw the highest and average package offered at INR 45 LPA and INR 8.89 LPA, respectively. It is worth noting that a total of 383 offers were made during the PU UIET placements 2023, and the top recruiters were renowned companies like Amazon, Dabur, and American Express. It's noteworthy that there was a notable rise of over 9% in the average package offered during PU UIET placements 2022 in comparison to 2021. Furthermore, the number of offers made in 2022 increased by over 43% as compared to the previous year, which is certainly impressive.Read more
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Ques. Which college should I go SRM or NMIMS for CSE?

● Top Answer By Shruti Dasgupta on 09 Aug 22

Ans. For CSE, SRM is the better option. The academics, campus life, and facilities offered are good. Major recruiting companies such as Amazon, Honda, Cognizant, etc. recruit through the campus drive. SRM placements in 2022 witnessed the highest CTC of INR 1 CPA. The institute offers decent exposure. The networking opportunities are ample. Here is an honest review of the SRM UniversityRead more
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Ques. I got NIT Surathkal ECE and IIIT Bangalore CSE. I am joining IIIT Bangalore CSE, is it a good decision?

● Top Answer By Aditi Banerjee on 14 Sept 23

Ans. This is a very subjective question. However, as a student of ECE at NIT Surathkal, I am writing down a few points in defense of my degree- First of all, NIT Surathkal offers a much more complete and diversified engineering education. This is because you will get to interact with the students of various disciplines from around the institution. This will offer a good exposure in contrast to the IIITs which are entirely focused on CSE and ECE branches. ECE is the branch of the future. CSE is turning more and more into a commodity. This is due to the dilution of its educational standards, and the increasing volume of students in this branch.  As an ECE student, you can always learn programming (it is in fact a part of the curriculum in a limited manner). However, it is much more difficult to learn the concepts of ECE as a CSE student.  As an ECE student you can be placed in a software company, but as a CSE student you can’t work in the E&C field.  Both the colleges are good, but NITK holds more prestige because it is much older. Its campus is very impressive as well. But even IIIT Bangalore CSE is a great option. Once you’ve made a decision, stop seeking others’ opinions. Instead, work on your skill enhancement. Considering the sheer lack of core jobs in the electronics sector in India and the huge placement opportunities in the IT sector, your choice is good from a placement point of view. Read more
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