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B.Tech Data Science Syllabus, Subjects, 1st Year, Semester, Entrance Exam, Books, Top colleges

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BTech Data Science Syllabus comprises 8 semesters that involve the subjects related to data extraction and its analysis by using various computer technology techniques and hacks. This course gives students the skills, knowledge and tools needed to handle complex data from all possible domains See Also: B Tech Courses

It is a 4-year undergraduate program that prepares students to manage, acquire and elicit meaning from data for proper decision-making in the business world. This program is suitable for students who are interested in learning the skills of data extraction and presenting reports, and presentations on the basis of the data.

See Also:

MSc Data Science BSc Data Science

B Tech Data Science Course Details

Course Level Undergraduate Degree
Full-Form Bachelor of Technology in Data Science
Duration 4 years
Eligibility 70% aggregate in 10+2 standard with PCM and Maths as a mandatory subject with 50% score
Admission Process Entrance Exam/Merit Based
Course Fee Ranges from INR 2-3 Lakhs
Average Salary Up to 10 Lakhs per annum
Top Recruiting Companies Amazon, Capgemini, Wipro, Infosys, TCS, IBM, HCL, Quick Heal, SYNTEL and others
Job Positions Data Architects,Data Science Consultant, Financial Modeler, Data Engineers, Clinical and Pharmaceutical Data Analyst, Database Administrators and positions alike
Higher Study Options MTech., MBA

See Also:

MSc Data Analytics BTech Data Science
How to become a Data Analyst How to become a Data Operator

B Tech Data Science Syllabus

B Tech Data Science helps students to excel in Computer Science and Engineering education, research and project management by empowering the students with strong conceptual knowledge. 

Semester 1 Semester 2
Professional English and Soft Skills /Engineering Graphics and Computer-Aided Design Analytical Mathematics
Matrices and Calculus Engineering Physics/ Engineering Materials
Engineering Physics/Engineering Materials Professional English and Soft Skills /Engineering Graphics and Computer-Aided Design
Problem Solving Using C Introduction to Digital Systems / Engineering and Design
Introduction to Digital Systems / Engineering and Design Sustainable Engineering Systems
Engineering Immersion Lab Data Structures
Engineering Physics Lab/ Materials Chemistry Lab Python for Data Science
- Engineering Immersion Lab
- Engineering Physics Lab/ Materials Chemistry Lab
Semester 3 Semester 4
Applied Linear Algebra Discrete Mathematics
Design and Analysis of Algorithms Digital Marketing Analytics
Database Management Systems Data Wrangling
Java Programming Data Handling and Visualization
R for Data Science Department Elective-II
Department Elective-I Non-Department Elective–II
Non-Department Elective- I Data Wrangling Lab
Database Management Systems Lab Data Handling and Visualization lab
- Design Project-I
- Internship
Semester 5 Semester 6
Probability and Statistics Software Project Management
Business Intelligence and Analytics Machine Learning
Predictive Modeling and Analytics Data Warehousing and Data Mining
Artificial Intelligence Modern Software Engineering
Professional Ethics and Life Skills Business Economics
Department Elective-III Department Elective-IV
Non-Department Elective–III Non-Department Elective–IV
Business Intelligence and Analytics Lab Data Mining Tools Lab
Design Project with IoT -
Semester 7 Semester 8
Text Analytics and Natural Language Processing Project & Viva – voce
Big Data and Analytics -
Time series analysis and Forecasting -
Deep Learning -
Department Elective–V -
Non-Department Elective-V -
Real-time Case Study Lab -
Design Project-III -

See Also:

PGP in Data Science BCA Data Science

B Tech Data Science Subjects

This course enables students to attain the in-depth knowledge of computer technology subjects in addition with the data science subjects. The important subjects of B Tech Data Science are

  • Python for Data Science - Students will learn to identify the need for data science and solve basic problems using Python built-in data types and their methods. They will learn to do data preprocessing and visualization using Pandas. See Also: Python Courses
  • Database Management Systems - In this students will learn the basic concepts of database systems. Learn Object-oriented dB, Distributed dB, XML, data warehousing and Mobile database. See Also: Database Management Courses
  • JAVA Programming - In this students will learn to apply Java-based code for solving low-complexity problems and develop GUI-based applications using Applet and AWT. See Also: Java Courses
  • R for Data Science - This will help to identify and execute basic syntax and programs in R. It also includes Performing the Matrix operations using R built-in functions. See Also: R Courses
  • Data Handling and Visualization - This will help to Understand the basics of Data Visualization, Write programs on visualization of time series, proportions & associations. Check Out: Data Visualization Courses

B.Tech Course Details:

B.Tech Overview B.Tech Admission

B Tech Data Science Electives

The Electives in Data Science are:

  • Intelligent Database System
  • Image Analytics
  • Statistical Inference for Data Science
  • Social Network Analytics
  • High-Dimensional Data Analysis 
  • Stream Processing and Analytics
  • SAS Programming
  • IoT cloud and data analytics
  • Cyber Forensic analytics
  • Nature-Inspired Computing 

See Also: How to become a Database Manager

Syllabus for B Tech Data Science NIIT University (NU)

The syllabus for B Tech Data Science NIIT University is :

Semester 1 Semester 2
Calculus Algebra and Differential Equations
Science – I Science – II
Fundamentals of Electronics Environmental Science
Fundamentals of Computer Programming (Python) Data Structures (with Python)
Workshop Practice Engineering Graphics
Communication Skills HSSM-I
Community Connect Community Connect
Semester 3 Semester 4
Probability & Random Process Design & Analysis of Algorithms
Foundations of Data Science Statistical Methods for Data Science
Discrete Mathematics Optimisation for Data Science
Object Oriented Programming (with Java) Operating Systems
Data Visualisation Database Management Systems
HSSM-II HSSM-III
Community Connect Community Connect
Semester 5 Semester 6
Foundations of Machine Learning Introduction to Artificial Intelligence & Deep Learning
Natural Language Processing & Text Analytics Professional Elective – I
Digital Image Processing Professional Elective – II
Inferential Statistics for Data Science Capstone Project — I
Open Elective – I R & D Project
HSSM-IV HSSM-V
Community Connect Community Connect
Semester 7 Semester 8
Professional Elective – III Industry Practice / Project
Professional Elective – IV -
Professional Elective – V -
Open Elective – II -
Open Elective – III -
Capstone Project — II -
Community Connect -

See Also:

B Tech in Big Data Analytics BCA in Database Systems

B Tech Data Science Books

The important books for B Tech Data Science are:

Books Author
Engineering Physics Practicals, Dhanam Publications, Chennai, 2005 P. Mani
“Introduction to Programming using Python”, Pearson,2012 Y. Daniel Liang
JAVA The Complete Reference”, 10th Edition, McGraw Hill Education, 2017. Herbert Schildt
Fundamentals of Data Visualization: A Primer on Making Informative and Compelling Figures”, 1st edition, O’Reilly Media Inc, 2019. Claus Wilke
"Miller and Freund’s Probability and Statistics for Engineers", Pearson Education, Asia, 7th Edition, 2007. Johnson. R.A. and Gupta. C.B.
Software Project Management – Fifth Edition, Tata McGraw Hill, New Delhi, 2012. Bob Hughes, Mike Cotterell and Rajib Mall

B Tech Data Science Top Colleges

The list of top B Tech Data Science colleges in India are

Names of the College Average Fees
Sharda University INR 7.48 Lakhs
NMIMS University (Mukesh Patel School of Technology Management and Engineering) INR 12.46 Lakhs
Jagannath University INR 2.6 Lakhs
JIET Institute of Design and Technology INR 3.6 Lakhs
Glocal School of Science and Technology INR 4.81 Lakhs
Dev Bhoomi Uttarakhand University INR 1.6 Lakh

Check out:

Machine Learning Courses Engineering Courses
IT Courses Web Development Courses

B Tech Data Science: FAQs

Ques. What are the subjects in B Tech Data Science?

Ans. The subjects in B Tech Data Science are Engineering Physics, Programming for Problem-solving, Soft Skills, Introduction to Artificial Intelligence and Machine Learning, Maths etc

Ques. Is B Tech in DataScience good?

Ans. There are abundant job opportunities and career opportunities for B Tech Data Science.B Tech Data ScienceGraduates can work in different sectors like Artificial Intelligence offices, MNCs, Education and many more.

Ques. What are the Technical skills required for Data Scientist?

Ans. Technical Skills that are required for Data Scientists are:

  • Deep Learning
  • Data Visualization
  • Programming
  • Statistical analysis and computing
  • Machine Learning
  • Processing large data sets

Ques. Who is the father of Data Science?

Ans. William S. Cleveland is known as the father of Data Science.In 2001, he advocated an expansion of statistics beyond theory into technical areas because this would significantly change the field.

Ques. Is Data Science hard?

Ans. Data science is difficult because it requires a broad set of knowledge and skills. The core elements of Data Science are Maths, Statistics and Computer Science. Maths includes linear algebra, probability theory, statistics theory etc

Ques. Do Data scientists code?

Ans.Yes, Data Scientists code. Most Data scientists have to know how to code, even it is not a daily task. 

Ques. What is the average salary of a Data Scientist?

Ans. The average salary of a Data Scientist is INR 10.1LPA.

Ques. What is the future of DataScience in India?

Ans. Implementation of data science and analytics, artificial intelligence and machine learning have made data management highly convenient, with most of them making their way to India. The demand for Data Scientists is expected to surge across various sectors with many improved opportunities.

Ques. Which city is best for Data Scientists in India?

Ans. Bengaluru, Gurugram, Chennai and Pune are some of the biggest hubs for data science and related job roles.

Ques. Is B Tech necessary for Data Scientists?

Ans. Students who want to become successful Data Scientists need a set of technical skills. They must also have a bachelor’s degree or master’s degree in data science. They must also know R programming, Python coding and how to use the Hadoop platform and ApacheSpark.

Bachelor of Technology [B.Tech] (Data Sciences) : 1179 answered questions

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

● Top Answer By Danish Khan 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. 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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Ques. What makes it possible for BITS Pilani CSE students to fetch an average annual placement package of 27.07 LPA, the highest in India for any undergraduate CS course?

● Top Answer By Divya Saraf on 27 Jun 23

Ans. BITS Pilani was able to fetch the highest average in India for any UG CS course owing to the numerous international offers that it received. I don’t consider including the international offers after converting them into Indian offers and then calculating the average as things like stocks and bonuses for subsequent years are overlooked. Thus, the resultant average is inflated and misleading. No doubt BITS is a great institute but being a private one it certainly publishes exaggerated ads and misleading figures to attract the crowd.  BITS Placement Unit is infamous for its actions and bias so the inflated figures also served the purpose of silencing the ones that criticized the unit.  The only solution to this problem is for colleges to come together and decide on a common declaration format for job offers. The Indian and international offers should be normalized according to purchasing power parity, and stocks made available after 3 years of working should not be considered part of a person's salary 'package'.Read more
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Ques. What is the average package for a BITS Pilani CSE graduate?

● Top Answer By Deepshikha Roy on 28 Jun 23

Ans. BITS Pilani CSE is a much-coveted branch because of the high packages and excellent opportunities it offers. Students of this branch have job opportunities in the IT and software industry, with many top companies such as Microsoft, Amazon, Google, and Adobe visiting the campus for recruitment.  Here is a branch-wise analysis of BITS Pilani placements 2023 Branch Number of Students placed CTC Offered IT  104 INR 11 - 38 LPA Non - Tech 165 INR 8.6 - 20 LPA Electronics 11 INR 14 - 30 LPA Core 12 INR 9 - 18 LPA Others 2 INR 9 - 12 LPA BITS Pilani CSE average package over the past few years has been around INR 17-18 LPA.  Read more
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Ques. IIT CSE vs IIIT Hyderabad CSE vs NIT CSE?

● Top Answer By Adinath Jain on 21 Mar 23

Ans. You can go ahead with the following order to know which among IIT CSE, IIIT Hyderabad CSE, and NIT CSE are better: IIT B IIT D IIT M IIT K IIT KGP IIT R CSE BITS Pilani - Pilani Campus CSE IIT H IIT G IIT BHU CSE IIIT Hyderabad CSE BITS Pilani - Goa, Hyderabad Campus CSE NIT CSE However, it's important to note that IIIT H has the best Computer Science Department and one of the best coding environments in the country. If you're genuinely interested in coding and related stuff, you should definitely consider IIIT H without any second thoughts. The above-formulated list is based on brand name, alumni network, campus life, academic workload, and more importantly, the priority order that many students actually follow. When you've worked so hard for two years, you will always have that inner voice driving you toward choosing IITs. After all, everyone wants to enjoy the perks of being an IITian. So, follow your interests and make a decision that you won't regret. Keep in mind that all of these options are amazing and you have a great opportunity ahead of you.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 got CSE in VIT Vellore and will get mechanical engineering in NIT Calicut. Which one should I choose?

● Top Answer By Suchit Raghuwanshi on 27 Aug 21

Ans. NIT Calicut stands among the top NITs where you will get a lot of exposure to extracurricular activities. As it’s a government college, the fees will be relatively low as compared to private universities like VIT Vellore.  On the other hand, VIT Vellore isn’t that great institute plus being a private institute the fees is quite high for most middle-class students. If you choose Mechanical here then you can go for two different paths.  The first path is to go for mechanical core, in which you will get ample research opportunities every now and then. However, the placement scenario will not be that great and you might get some PSUs as campus recruiters for mechanical jobs. The second path is to go for IT Jobs regardless of your mechanical branch.  For this, you need to start doing regular coding and relevant skills to compete during the placement rounds. Most of the students are placed by mass recruiters, Although many reputed companies hire but very few students get placed by them. Categories Mechanical at NIT Calicut CSE at VIT Vellore Course Fee 5.48 lakhs 7.83 lakhs Highest CTC 20 LPA 20 LPA Average CTC 9 LPA 6-8 LPA Recruiting Companies L&T, Goldman Sachs, JPMorgan, Tata Motors, etc. Flipkart, Oracle, HP, Dell, etc. At last, it all depends on your interest and caliber to do well on various career paths. However, if you are inclined towards CSE only then VIT is quite a good option because placements are pretty good there for CSE. Some of the major recruiters include PayPal, Microsoft, Amazon, Morgan Stanley, etc.Read more
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Ques. Should I choose IIIT Hyderabad over IIT Bombay for CSE?

● Top Answer By Advait Joshi on 18 Aug 23

Ans. Choosing one between IIIT Hyderabad and IIT Bombay for CSE will depend on your personal preferences since both the institutes are highly regarded especially in the field of Computer Science. Always remember that your success rate is directly proportional to your efforts and not your college.  Consider the following aspects and the preferred choice in each of them If you are looking for an elite peer pool with the most geniuses minds, prefer IIT Bombay to IIIT Hyderabad as it comprises JEE toppers, Olympiad Toppers, etc If you are looking for a better coding culture then IIIT Hyderabad it is. It has a larger number of students involved in GSoC, Competitive Programming, Open Source, etc If you want a better campus experience as a whole go for IIT Bombay. Its campus has a lake, a hill, a jungle, Mumbai City Skyline view, thus the quality of life is better here. Both the institutes have equally good placements for the average students while IIT Bombay has better opportunities for toppers. If you value brand name and tag then IIT Bombay is the obvious choice.  If you are a research enthusiast then you will get better opportunities at IIT Bombay because of better professors and alumni network. Moreover, the IIT tag gives you an edge in foreign higher studies. So make your choice based on your preferences!Read more
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Ques. Should I study CSE at BITS Pilani or CSE at IIT (BHU)?

● Top Answer By Ritu Raj on 31 Jul 24

Ans. IIT BHU  and BITS Pilani are both highly respected engineering colleges in India. Here’s why IIT BHU is a better option out of the two: Brand Value: The "IIT" name is prestigious and globally recognized. This reputation can be very helpful when applying for jobs or higher studies abroad. Affordable Fees : As a government institution, IIT BHU has much lower fees compared to BITS Pilani, which is a private institution. This makes IIT BHU more affordable for students. High Return on Investment (ROI): Due to its lower fees and excellent placements,  IIT BHU has a higher ROI. Students of IIT BHU invest comparatively less money in their education, but they receive high-paying jobs after graduation. Here is a comparison between IIT BHU and BITS Pilani:   Particulars IIT BHU CSE BITS PILANI CSE Establishment Year 1919 1926 NIRF Ranking: Engineering 15 25 Tuition Fee *INR 1 lakh per semester INR 2.60 lakhs per semester  Highest package (2023) INR 1.15 CPA INR 60.75 LPA (overall) Average package (2023) INR 34.43 LPA INR 30.37 LPA (overall) CTC Range - INR 11-38 LPA (IT/Tech branch) Recruiters Accenture, Accolite, Adobe, etc.  McAfee, McKinsey & Co, CA Technologies, etc.  *(for SC/ST/PwD students, and others with family income <= 1 LPA, the tuition fee is 0. The tuition is exempted by 2/3rd for students with family income <=5 lakh and > 1 lakh). IIT BHU is much more cost-effective than BITS Pilani, and it has better placements as well. Therefore, IIT BHU CSE is a much better option.Read more
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Ques. Should I study CSE at BITS Pilani or CSE at IIT BHU?

● Top Answer By Srinjeeta Mohanty on 12 Jul 24

Ans. According to me, opting for IIT BHU for CSE is a better choice as compared to BITS Pilani. IIT BHU is well-recognized nationwide for offering excellent academic standards and research opportunities that help students grow careers. IIT BHU offers four four-year BTech programs for CSE, and the average fee for the first year is around INR 2.27 LPA . IIT BHU offers one of the best placements to the students amongst the IITs. In 2023 474 offers and 305 PPOs were made. The domestic highest package is INR 1.68 CPA and the international highest package is INR 77 LPA .Read more
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