Bachelor in Data Science

Bachelor in Data Science

Bachelors
·
4 years
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Data Science is a field growing significantly across all industries, advancing with time and technology. The data science program has become a fundamental discipline in most universities as applied research in Statistics and Computer Science. Data Science experts are needed in most government agencies. Businesses depend on big data to better serve their customers, and Data Science careers are in high demand, and this trend will grow exponentially.

The Data Science program is a multi-disciplinary subject that uses Mathematics, Statistics, Computer Science and Information Technology to study and evaluate data. The key objective of Data Science is to extract valuable information for use in strategic decision-making, product development, trend analysis, and forecasting. Considering the importance and value of data science, the School of Mathematical Sciences, Institute of Science and Technology, Tribhuvan University, launched the Bachelor in Data Science (BDS) program in 2024. 

The BDS curriculum is designed to provide the breadth and depth of knowledge needed for a successful career in data science. It emphasizes practical proficiency in applying the relevant skills through courses in statistical modeling, data management, machine learning, data visualization, and other related areas.

Objective

Bachelor in Data Science program of Tribhuvan University is an interdisciplinary program. After graduation, the students will be able to

  1. Provide students with knowledge and skills in both computer science and statistical modeling for data-intensive problem-solving;
  2. Train students for careers with software engineering and machine learning skills to design and implement efficient, data-driven solutions to real-world problems; and
  3. Prepare to proceed Master Level study in a wide range of Data Science, Applied Computer Science and Business.

Eligibility

The candidate applying for admission to the BDS program must have completed 10+2 or equivalent examinations from any stream (Science / Management / Education / Arts) with minimum second division (securing 45% and above) or Minimum 'C' grade in all subjects of grade 11 and 12 by taking at least one Mathematics or Business Mathematics of 100 marks or 5 Credit hrs.

Curricular Structure

BDS is a full-time program of eight Semesters in four years in duration. This program comprises foundational mathematics, Statistics, Computer Science, and technology courses, including algorithms, machine learning techniques, computer and statistical programming, data analysis, database systems, web development, and other data science-related subjects.

  1. Total Credit Hours: 121 Cr. Hrs
  2. Nature of Courses: Theoretical, Practical, Project, Seminar, Intern.

First Semester

Course Code Course Title Credit
BDS 101  Introduction to Data Science 3
BDS 102  Basic Computer Organization 3
BDS 103  Programming in C 3
BDS 104  Statistics for Data Science 3
BDS 105  Calculus I 3
Total   15

Second Semester

Course Code Course Title Credit
BDS 151  Python Programming 2
BDS 152  Database Management System 3
BDS 153  Probability Distribution 3
BDS 154  Calculus II 3
BDS 155  Linear Algebra 3
Total   15

Third Semester

Course Code  Course Title Credit
BDS 201  Data Structure and Algorithm 3
BDS 202  Operating System 3
BDS 203 R Programming 3
BDS 204 Inferential Statistics 3
BDS 205  Differential Equations 3
BDS 206 Seminar 1
Total   16

Fourth Semester

Course Code Course Title Credit
BDS 251  Artificial Intelligence 3
BDS 252  Web Development 3
BDS 253  Data Communications and Computer Networking 3
BDS 254  Discrete Mathematics 3
BDS 255  Technical Writing 3
Total   15

Fifth Semester

Course Code  Course Title Credit
BDS 301  Machine Learning 3
BDS 302  Software Design and Development 3
BDS 303 Data Visualization 3
BDS 304  Numerical Methods 3
BDS 305  Economics 3
BDS 306  Project I 2
Total   17

Sixth Semester

Course Code  Course Title Credit
BDS 351  Data Warehousing and Data Mining 3
BDS 352  Artificial Neural Network 3
BDS 353  Computer Graphics and Image Processing 3
BDS 354  Research Methodology 3
BDS 355  Principles of Management 3
Total   15

Seventh Semester

Course Code Course Title Credit
BDS 401  Object Relational and NoSQL Database 3
BDS 402  Simulation and Modeling 3
BDS 403  Data Security 3
BDS 404  Project II 3
Elective I (Choose Any One)
BDS 421  Cloud Computing 3
BDS 422 Deep Learning 3
BDS 423 Mobile Application Development 3
BDS 424 Blockchain Technology 3
BDS 425 Exploratory Data Analysis 3
Total   15

Eighth Semester

Course Code Course Title Credit
BDS 451  Information Retrieval 3
BDS 452  Big Data Analytics with Hadoop 3
BDS 453  Natural Language Processing 3
BDS 454  Internship 3
Elective II (Choose Any One)
BDS 471 Social Network Analysis 3
BDS 472 Forecasting Analysis 3
BDS 473 Digital Marketing 3
BDS 474 Business Intelligence 3
BDS 475 Internet of Things 3
Total   15

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Bachelor in Data Science Syllabus