KollegeApply logo
KollegeApply logo

BCA Data Science Syllabus: Subjects in Government & Private Colleges

Epil Gagrai's profile picture

Updated on Jun 20, 2025

Epil Gagrai

The Bachelor of Computer Applications (BCA) in Data Science is a specialized undergraduate program designed to equip students with the technical and analytical skills required to thrive in today’s data-driven world. The syllabus integrates core computer science subjects with modern data science components, including programming, statistics, machine learning, data visualization, and big data technologies.

 

Through a blend of theoretical knowledge and practical exposure, the program prepares students to collect, manage, analyze, and interpret large datasets to solve real-world problems across industries. It also introduces essential tools and technologies such as Python, R, SQL, Hadoop, and Tableau.

 

With a focus on both academic and industry-relevant skills, the BCA Data Science curriculum lays a strong foundation for careers in data analytics, AI, software development, and further studies in computer science or data science domains.

 

Table of Contents

  1. BCA Data Science Syllabus: Course Structure
  2. BCA Data Science Syllabus: Semester-Wise
  3. BCA Data Science Syllabus: Exam Scheme
  4. BCA Data Science Syllabus in Private Universities
  5. BCA Data Science Syllabus in Private Universities: Elective Courses
  6. BCA Data Science Syllabus FAQs

 

BCA Data Science Syllabus: Course Structure

The BCA Data Science is a 4-year program divided into 8 semesters. The curriculum includes 4 types of courses, i.e, Major, Minor, Multidisciplinary, and Skill Enhancement Course.

Course Type

Description

Major

It includes the core subject, which is the primary area of study (main discipline).

Minor

These are elective subjects from a related or complementary field, offering interdisciplinary exposure.

MD (Multidisciplinary)

Courses that integrate knowledge across various disciplines, promoting a broad learning perspective.

SEC (Skill Enhancement Course)

Practical or application-based courses aimed at improving hands-on or job-oriented skills.

 

BCA Data Science Syllabus: Semester-Wise

Here is the BCA Data Science syllabus offered by Jammu University. It is expected that the syllabus of other government universities for the BCA Data Science program will be similar to this.

Semester 1

Semester 2

Problem Solving using C

Introduction to Data Science

Data Science Basics

Python Programming

Data Mining and Data Warehousing

Introduction to Machine Learning

PC Software: Installation and Troubleshooting

Cyber Security

Semester 3

Semester 4

Ethics and Data Science

Python Programming

Database Management System & SQL

Mathematics for Computer Applications

Database Management System & SQL

Fundamentals of Algorithms

Data Mining and Data Warehousing

Software Engineering

System Analysis and Design

Business Intelligence

Semester 5

Semester 6

Analysis and Design of Algorithms

Computer Architecture

Computer Networks

Big Data through Hadoop

Data Warehousing and Data Mining

Artificial Intelligence

Business Intelligence and Analytics

IoT Concepts and Applications

Data Warehousing and Data Mining

Multimedia Computing

Summer Internship

 

Semester 7

Semester 8

Image Processing

Project Work

R Programming for Data Science

Machine Learning

Research Methodology and Research Ethics

Machine Learning

Data Handling and Visualization

 

Social Network Analytics

 

 

BCA Data Science Syllabus: Exam Scheme

The exam scheme followed in each semester is almost similar, though in some of the semesters, the weightage of components may differ. The table below shows the components covered in each semester for all 4 types of courses and the full marks of these courses:

Course Types

Mid-Semester (Theory)

End Semester (Theory)

Assessment (Practical)

Exam (Practical)

Total Marks

Major

15

60

10

15

100

Minor

15

60

10

15

100

MD (Multidisciplinary)

15

60

NA

NA

75

SEC (Skill Enhancement Course)

10

40

NA

NA

50

 

BCA Data Science Syllabus in Private Universities

Here is the BCA Data Science syllabus followed by UPES, Dehradun. It is expected that the other private universities may have a similar syllabus. The syllabus in private universities may slightly differ from the curriculum offered in the government colleges.

Semester 1

Semester 2

Linux Lab

Data Structures and Algorithms

Programming in C

Data Structures and Algorithms Lab

Programming in C Lab

Databases

Web Technologies

Databases Lab

Web Technologies Lab

Python Programming

Problem Solving

Python Programming Lab

Living Conversation

Critical Thinking and Writing

Basic Mathematics I

Basic Mathematics II

Environmental Sustainability and Climate Change - I

Environmental Sustainability and Climate Change - II

Semester 3

Semester 4

Advanced Databases

Data Communication and Networks

Advanced Databases Lab

Object Oriented Programming

Advanced Web Technologies

Object Oriented Programming Lab

Advanced Web Technologies Lab

Operating Systems

Elements of AIML

Software Engineering

Elements of AIML Lab

Exploratory-2

Exploratory-1

PE-1

Design Thinking

PE-1 Lab

Applied Statistics and Probability

 

Semester 5

Semester 6

Mobile Application Development

Cyber Security

Mobile Application Development Lab

Exploratory-4

Exploratory-3

Leadership and Teamwork

Start your Startup

PE-3

PE-2

PE-3 Lab

PE-2 Lab

Project-2

Project-1

 

Summer Internship

 

Semester 7

Semester 8

DevOps

Industry 4.0

Exploratory-5

Project-4

PE-4

Seminar

PE-4 Lab

 

PE-5

 

PE-5 Lab

 

Project-3

 

 

BCA Data Science Syllabus in Private Universities: Elective Courses

Here is the list of electives followed by UPES Dehradun. The other private institutes may also have similar electives:

Column 1

Column 2

Fundamentals of Data Science

Machine and Deep Learning

Fundamentals of Data Science Lab

Machine and Deep Learning Lab

Data Visualization and Interpretation

Computational Linguistics and NLP

Data Visualization and Interpretation Lab

Computational Linguistics and NLP Lab

Generative AI

Generative AI Lab

 

BCA Data Science Syllabus FAQs

What subjects are covered in the BCA Data Science syllabus?

The BCA Data Science syllabus includes a combination of core computer science subjects and specialized data science topics. Key areas include Programming in Python and C, Data Structures, Database Management Systems, Statistics, Machine Learning, Data Mining, Big Data Analytics, Artificial Intelligence, and Data Visualization tools like Tableau and Power BI.

Is mathematics important in BCA Data Science?

Yes, mathematics plays a crucial role in BCA Data Science. Topics such as linear algebra, probability, and statistics are fundamental for understanding machine learning algorithms, data analysis, and predictive modeling. A solid foundation in mathematics enhances analytical thinking and problem-solving skills in data-driven applications.

Are there practical components in the BCA Data Science syllabus?

Absolutely. The syllabus includes multiple practical components such as programming labs, data analysis projects, and real-world case studies. Students gain hands-on experience with tools like Python, R, SQL, Hadoop, and data visualization software, which helps bridge the gap between theoretical learning and industry application.

What is the scope of BCA Data Science after graduation?

Graduates can pursue careers as Data Analysts, Junior Data Scientists, Business Intelligence Developers, or Software Developers. The course also prepares students for higher studies like MCA, M.Sc. in Data Science, or specialized certifications in AI, ML, and cloud computing. The demand for data professionals is high across industries like IT, finance, healthcare, and e-commerce.

How is BCA Data Science different from a regular BCA?

While a regular BCA focuses broadly on computer applications, BCA Data Science places a specialized emphasis on data analytics, machine learning, and data-driven technologies. It offers deeper insight into handling and interpreting large volumes of data, making it ideal for students aiming for careers in the data science and AI sectors.

How would you rate your experience with this page up to now?

😣

😕

😊

😎

😍

KollegeApply logo

Discover Excellence: Latest Updates on India's Leading Colleges,  Admissions, and Exam News

Built in India

india
Regular Helpdesk:+91 95997 49001
Online Helpdesk:+91 97178 19001

© 2025 INDO INTERNET PRIVATE LIMITED