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

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Collegedunia Team

Content Curator | Updated on - May 5, 2026

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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.

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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

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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 -

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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 AlsoDatabase 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 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 AlsoHow 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 -

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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: 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 Science) : 1212 answered questions

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Ques. Which Amrita branch is better for CSE, Amritapuri or Coimbatore?

● Top Answer By Rupal Bhatt on 04 May 26

Ans. Amrita CSE — Amritapuri (Kerala) vs Coimbatore — a question many Amrita applicants struggle with. Here's the honest comparison. Amrita Coimbatore (main campus, Tamil Nadu): Largest campus, best placement infrastructure. Placement rate CSE: ~78-82%. Average CSE CTC: ~8-10 LPA (2024). Top: ?25-35 LPA. Strong in software companies + semiconductor firms (Qualcomm, TI). Better alumni network in Chennai/Bangalore tech ecosystem. Research: Strong DST/ISRO funded research groups. Amrita Amritapuri (Kollam, Kerala): Smaller campus, more focused environment. Placement rate: ~70-75%. Average CSE CTC: ~6-8 LPA. Strong in specific niches: Cybersecurity research (Amrita has a well-known cybersecurity lab here), AI research. Campus culture: More serene, spiritually-oriented (main campus of the ashram). Fewer large IT companies visit compared to Coimbatore. Verdict for CSE specifically: For placement quantity and quality: Coimbatore > Amritapuri — not even close. For research in Cybersecurity/AI: Amritapuri has niche excellence. For campus experience: Both good, Amritapuri more tranquil. If you're choosing purely for career outcomes: Go to Coimbatore. If you have a specific research interest in cybersecurity and are interested in the research culture: Amritapuri is genuinely excellent for that specific path.Read more
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Ques. Which should my daughter choose, a CSE from IGDTUW or a ECE from NSIT/DTU/IIIT Delhi?

● Top Answer By Kavita Yadav on 04 May 26

Ans. this is actually a really good question and the answer depends on what career path your daughter is aiming for. CSE at IGDTUW — it's an all-women's government university in Delhi, excellent campus environment for women students, strong alumni network in Delhi tech companies, government college fees (very affordable), and CSE is the best branch to be in for software careers. the women-only campus is a genuine advantage in terms of safety and focused academic culture. ECE at NSIT/DTU/IIIT Delhi — all three are mixed-gender, more prestigious institutions. IIIT Delhi ECE specifically is excellent for tech — the institute has a strong coding culture and ECE students regularly get SWE roles. DTU and NSUT ECE are decent but the branch doesn't give the same software career advantage as CSE. honest recommendation: if she wants a software/tech career — CSE at IGDTUW is probably better than ECE at DTU/NSUT. branch matters more than college here if the option is ECE at IIIT Delhi specifically — that's a tough call, IIIT Delhi is genuinely strong and ECE students do well in placements there for family comfort and safety — IGDTUW being all-women and govt-managed is a significant factor for many familiesRead more
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Ques. What is the difference between COE and CSE at Thapar University?

● Top Answer By Vivek Sharma on 03 May 26

Ans. COE vs CSE at Thapar — this is a question that really matters for career outcomes at Thapar, and most answers are vague. Here's the concrete difference. CSE (Computer Science and Engineering) at Thapar: Standard software/CS curriculum: Programming, DSA, OS, DBMS, Networks, AI/ML electives. Placement: High demand from IT companies. ~92-95% placement rate. Average ~12-14 LPA for CSE specifically at Thapar. Industry perception: Strong for software development, SDE roles. COE (Computer Engineering) at Thapar: More hardware-software overlap: Includes digital circuits, microprocessors, embedded systems, VLSI alongside software CS subjects. In practice: Very similar to CSE at the coursework level — 70-80% overlap. Industry perception: Essentially treated the same as CSE by most IT recruiters. Companies don't distinguish significantly between CSE and COE for SDE roles. Placement: Similar to CSE — both strong. COE slightly lower avg (10-12 LPA) in some years due to lower volume of hardware-specific companies visiting. Key takeaway: For software career: CSE = COE in outcome. Don't stress the difference. For hardware/embedded/VLSI: COE provides slightly better foundation. If CSE cutoff is too high and you can get COE: Take COE without worry. Career paths and recruiter access are nearly identical. Thapar's course registration system also lets COE students take CS electives freely — further reducing any difference in practice.Read more
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Ques. Which is better, CSE or CSAI in IIIT Delhi?

● Top Answer By Rhea Kapoor on 01 May 26

Ans. IIIT Delhi has both CSE and CSAI (Computer Science and Artificial Intelligence). here's what's actually different: CSE: core computer science curriculum — algorithms, OS, databases, networks, systems. the broadest CS program. placements ~96-97%. admission purely via JEE Main/JAC Delhi rank. CSAI (CS + AI): focuses on AI, ML, deep learning, data science alongside core CS fundamentals curriculum has more math (linear algebra, probability, optimization) and AI-specific courses same JEE Main admission route placements comparable to CSE (~95%+) slightly newer program, hence somewhat less proven alumni network than CSE which is better? honestly for most software career paths, both are equivalent. companies recruiting at IIIT Delhi don't strongly distinguish between CSE and CSAI at the interview stage. but: if you want to go into AI/ML research or product roles specifically — CSAI is a better fit because the curriculum is more focused if you want general software engineering flexibility — CSE keeps all doors open CSAI's heavy math requirement means it's tougher if math isn't your strength both are excellent. if you're genuinely into AI/ML, CSAI is a meaningful differentiator. if you're undecided about specialization, CSE is safer.Read more
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Ques. What many seats are there in B.Tech (CSE) in KIIT?

● Top Answer By Jayesh Jadhav on 01 May 26

Ans. KIIT (Kalinga Institute of Industrial Technology, Bhubaneswar) BTech CSE seats: KIIT is a large engineering university with multiple schools. for BTech CSE specifically: KIIT has approximately 1,500-2,000 CSE seats per year across different specializations (CSE, CSE with specializations in AI/ML, Data Science, Cybersecurity etc.) these are distributed across multiple batches/schools within KIIT admission via KIITEE (KIIT Entrance Examination) or JEE Main score check kiit.ac.in for the exact seat matrix for the current admission year — the number of seats and specialization names are updated annually. KIIT is one of the larger private technical universities in eastern India with good placement infrastructure, particularly in IT/software.Read more
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Ques. What is difference between CSE and csd coures at IIIT Delhi?

● Top Answer By Krishna Mishra on 30 Apr 26

Ans. CSE and CSD at IIIT Delhi are more different than most people think — they're not just the same course with a design elective thrown in. CSE (Computer Science and Engineering): pure CS program, admission purely through JEE Main/JAC Delhi rank. standard 4-year B.Tech. CSD (Computer Science and Design): it's a hybrid program integrating CS with Design/HCI (Human-Computer Interaction) — visual design, UX, multimedia, graphics alongside core CS admission is different from CSE — uses both JEE rank AND class 12 percentage in criteria. this allows some students who scored well in 12th but couldn't get a high enough JEE rank to access IIIT Delhi from 3rd year, CSD students do extra design projects every semester on top of regular coursework — the workload is higher placements are similar to CSE (~95%+), slightly lower avg package historically but improving key thing most answers get wrong — CSD is NOT a dual degree in the traditional sense. it's a 4-year B.Tech in CSD, not CSE + MS. the degrees awarded are different. verdict: if you want pure software career — CSE is simpler and cleaner. if you're genuinely interested in design + tech (UX, product design, graphics) — CSD is genuinely unique and worth it. don't take CSD just to get into IIIT Delhi if you hate design.Read more
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Ques. What will be the fees for a management quota in either MIT Pune or VIT Pune for B.Tech in CSE?

● Top Answer By Manoj Sinha on 30 Apr 26

Ans. Management quota fees for MIT Pune and VIT Pune BTech CSE — these are among the most-searched admission questions in Maharashtra, and the numbers change each year. Here's the current picture. MIT Pune (Maharashtra Institute of Technology, Kothrud): Management quota tuition: approximately ?2.2-2.5 lakhs/year (vs. state merit quota ~?1.5-1.8L/year). Unofficial donation/capitation (informal reports): ?5-10 lakhs for CSE management quota — NOT officially acknowledged or receipted. Total 4-year cost (official fees only): ~?9-11 lakhs tuition + ?4-6L hostel = ~?15-17L. VIT Pune (Vishwakarma Institute of Technology, Bibwewadi): Management quota tuition: approximately ?1.8-2.2 lakhs/year (slightly lower than MIT Pune). Similar informal reports of unofficial donations for CSE — unverifiable officially. Total 4-year: ~?8-10 lakhs tuition + hostel. How to avoid capitation entirely: Apply through DTE Maharashtra's CAP (Centralized Admission Process) . Even management quota seats are increasingly being filled via CAP in recent years. JEE Main score + 12th board marks both considered in CAP — a decent JEE score can get you these colleges without any unofficial payment. Both colleges are good (NAAC A+), but for pure placement: MIT Pune has slightly stronger brand in Pune's engineering ecosystem. VIT Pune is comparable. Verify latest fees at dte.maharashtra.gov.in.Read more
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Ques. My JEE main rank is 10000. Can I get computer science in NIT Trichy?

● Top Answer By Meenal Agarwal on 29 Apr 26

Ans. JEE Main rank 10000 for NIT Trichy CSE — this is a very asked question. let's be specific: NIT Trichy CSE is one of the most competitive programs at any NIT. recent closing ranks (JoSAA counseling): Home State Tamil Nadu (HS quota): CSE closes around rank 1,500-2,500. at rank 10,000 even HS quota won't get you CSE Outside State (OS quota): CSE closes around rank 500-1,000. rank 10,000 is way beyond this so ngl bro, rank 10,000 cannot get you CSE at NIT Trichy through JoSAA. it's one of the most competitive CSE programs in the NIT system. what you CAN get at NIT Trichy with rank 10,000: Chemical Engineering, Production Engineering, Metallurgy, Civil (HS quota). Mech might be borderline. better strategy: at rank 10,000 you should target CSE at NIT Warangal (HS quota Telangana only), or CSE/ECE at NIT Rourkela, MNIT Jaipur, MNNIT Allahabad, NIT Calicut (non-core branches). check josaa.admissions.nic.in for current year cutoffs.Read more
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Ques. How does CS at IIIT Hyderabad compare to BITS Pilani?

● Top Answer By Ajay Rathi on 28 Apr 26

Ans. this is one of India's best CS comparisons. both are excellent but quite different in character: IIIT Hyderabad CSE: research powerhouse. one of the best research environments in India for CS — NLP, AI, Vision, Speech research groups are world-class dual degree (BTech + MS) is very popular and opens strong PhD paths abroad admission via UGEE (their own exam) + JEE Main score. Hyderabad city location placements: avg ~Rs.25-35 LPA. top packages from Google, Microsoft, FAANG-level. strong for research-oriented careers small batch, high peer quality, intense academics BITS Pilani CSE: industry-focused academic freedom. zero attendance, you manage your own time Practice School internship at Google, DE Shaw, Goldman Sachs etc. — massive differentiator for industry careers admission via BITSAT only (not JEE) placements: avg ~Rs.25-30 LPA. similar range to IIIT-H but more industry-facing legendary campus culture, Oasis/Apogee fests, strong alumni network which is better? if you want research, PhD abroad, or academic career — IIIT Hyderabad is the better choice. if you want industry, startup exposure, or flexibility — BITS Pilani's practical approach is superior. both are genuinely elite for CS in India.Read more
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Ques. Which is better, MAIT or Jaypee Noida, for a B.Tech in Computer Science?

● Top Answer By Akash Shah on 29 Mar 26

Ans. Choosing between colleges requires evaluating multiple factors aligned with your career goals and personal preferences. Key comparison points: Placement Records: Compare average packages, top recruiters, and placement percentages for your branch. Academic Reputation: Check NIRF rankings, NBA accreditation, and faculty credentials. Infrastructure: Evaluate labs, libraries, hostels, and sports facilities. Location Advantage: Proximity to IT hubs and internship opportunities matter. Alumni Network: Strong alumni can provide mentorship and career guidance. Visit campuses, talk to current students, and review official placement reports. Your decision should balance academic quality, career prospects, and personal comfort.Read more
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