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Integrated M. Sc. (Master of Science) in Data Science

The Five-year Integrated M.Sc. Program on Data Science is intended for the students who aspire to excel in data science. It provides a spectrum of basics to advanced mathematical methods and their applications to both conventional and IT industries that enable to tackle emerging problems. The curriculum covers the necessary basics in Mathematics, Statistics, Computer programming and Business analytics and it also includes the emerging topics such as Big Data Analytics, Neural Networks, Machine Learning, Artificial Intelligence, Data Visualization, and Data Modeling to deal with vast data from business, healthcare, sensors, Internet, surveys, social media, astronomy, human space exploration and operations, and aeronautics.

In addition to the regular curriculum, students are encouraged to take up summer/winter In-plant training/Internship. This will help students to gain real time processing of data by doing Prediction analysis, Pattern Recognition, Anomaly Detection, Clustering, Actionable Insights, Automated Processes and decision making, Segmentation, Optimization and Forecasting. A full length project is included in the curriculum to be completed in the final semester. Students are expected to take up such projects in industries. This helps students to gain knowledge on working conditions and industrial requirements when they are employed.

Harvard was right about data scientists. It’s an extremely important and high-demand role that can have significant impact on a business’ ability to achieve its goals, whether they are financial, operational, strategic, and so on.

Salient Features of the Program

  • Gain knowledge in Mathematics, Computer Programming and Business Analytics.
  • Placements in both conventional and software Industries.
  • Scope for doing research for those who aim to be a teacher, scientist or research associate in highly reputed national and international institutions.
  • One of the most wanted program in academics and industry.

Curriculum

Semester 1
Semester 1
Course Code Course Title L T P Cr
18ENG101 Communicative English 2 0 2 3
Language Paper I 1 0 2 2
18MAT101 Calculus 3 1 0 4
18MAT104 Linear Algebra 3 1 0 4
18PHY101 Physics 3 0 0 3
18CSE100 Problem Solving and Computer Programming 3 0 0 3
18CSE180 Problem solving computer Programming Lab 0 0 2 1
18PHY181 Physics Lab 0 0 2 1
18CUL101 Cultural Education I 2 0 0 2
Total 23
Semester 2
Semester 2
Course Code Course Title L T P Cr
18ENG121 Professional Communication 1 0 2 2
Language Paper II 1 0 2 2
18MAT115 Vector Calculus 3 1 0 4
18MAT112 Discrete Mathematics 3 0 2 4
18CSE116 Advanced Computer Programming 3 0 0 3
18CSE117 Digital Electronics 3 0 0 3
18CSE181 Advanced Computer Programming Lab 0 0 2 1
18CSE185 Digital Electronics Lab 0 0 2 1
18CUL111 Cultural Education II 2 0 0 2
Total 22
Semester 3
Semester 3
Course Code Course Title L T P Cr
18CSC201 Data Structures 3 1 0 4
18MAT231 Optimization Techniques 3 1 0 4
18MAT232 Probability Theory 3 1 0 4
18MAT 233 Numerical Methods 3 1 0 4
18CSC202 Foundations Of Data science 2 0 2 3
18ENV300 Environmental Science and Sustainability 3 0 0 3
18MAT288 Data science Lab 1: Statistics and
Numerical Methods Lab
0 0 2 1
18AVP201 Amrita Values Programme I 1 0 0 1
18CSC281 Data Structures Lab 0 0 2 1
18SSK201 Life Skills I 1 0 2 2
Total 27
Semester 4
Semester 4
Course Code Course Title L T P Cr
18MAT241 Statistical Inference Theory 3 0 0 3
18MAT242 Introduction to Modern Algebra 3 0 0 3
18CSC211 Convex Optimization 3 0 0 3
18CSC212 Design and Analysis of Algorithms 3 1 0 4
18CSC213 Database Management Systems 3 1 0 4
Open Elective A* 3 0 0 3
18MAT289 Data Science Lab-II: Inference Theory 0 0 2 1
18SSK211 Life Skills II 1 0 2 2
18CSC282 Design and Analysis of Algorithms Lab 0 0 2 1
18AVP211 Amrita Values Programme II 1 0 0 1
Total 25
Semester 5
Semester 5
Course Code Course Title L T P Cr
18CSC301 Operating Systems 3 0 0 3
18MAT331 Transfrom Techniques 3 1 0 4
18CSC302 Number Theory and Information
Security
3 1 0 4
18MAT332 Random Process 3 0 0 3
18CSC303 Database Design 3 1 0 4
18MAT390 Live-in-Lab.@ / Open Elective B* 3 0 0 3
18SSK301 Life Skills III 1 0 2 2
18CSC381 DBMS Lab 0 0 2 1
18CSC382/CSE Open Lab-I (JAVA/C/C++/R programming/
Azure…)
0 0 2 1
Total 25
Semester 6
Semester 6
Course Code Course Title L T P Cr
18MAT333 Graph Analytics and Algorithms 3 0 2 4
18MAT334 Regression Analysis 3 1 0 4
18CSC311 Machine Learning 3 1 0 4
18CSC312 Data Visualization 3 0 2 4
18CSC313 Theory of Computation 3 1 0 4
18CSC383 Machine Learning-Lab 0 0 2 1
18CSC314 Ethics for Data Scientist 1 0 0 1
18CSC384 Open Lab II (Algorithms.io /Hadoop /
Cascading / web design)
0 0 2 1
Total 23
Semester 7
Semester 7
Course Code Course Title L T P Cr
18CSC401 Parallel and Distributed Systems 3 1 0 4
18CSC402 Deep Learning 3 0 2 4
18CSC403 Practical Techniques for Big Data Processing 3 0 2 4
18CSC404 Reinforcement Learning 3 0 0 3
18CSC405 Data Security 3 0 0 3
Elective I 3 0 0 3
Elective II 3 0 0 3
18CSC481 Open Lab III 0 0 2 1
Total 25
Semester 8
Semester 8
Course Code Course Title L T P Cr
18CSC411 Software Engineering 3 1 0 4
18CSC412 Deep Learning for Natural Language Processing 3 0 2 4
Elective III 3 0 0 3
Elective IV 3 0 0 3
Elective V 3 0 0 3
18CSC491 Mini Project 5
Total 22
Semester 9
Semester 9
Course Code Course Title L T P Cr
18CSC591 Project–I (Internship in Industries / Universities) 8
Elective VI 3 0 0 3
Elective VII 3 0 0 3
Total 14
Semester 10
Semester 10
Course Code Course Title L T P Cr
18CSC599 Project–II (Research based) Dissertation 12
Total 12
Mathematics Stream
Mathematics Stream
18MAT441 Advanced Algebra 3 0 0 3
18MAT442 Advanced Big Data Analytics 3 0 0 3
18MAT443 Differential Equations 3 0 0 3
18MAT444 Multivariate Statistics and Time Series Analysis 3 0 0 3
18MAT445 Wavelets 3 0 0 3
18MAT446 Computational Geometry 3 0 0 3
18MAT447 Queuing Theory and Inventory Control Theory 3 0 0 3
18MAT448 Theory of Sampling and Design of Experiments for
Data Analysis
3 0 0 3
18MAT449 Computational Financial Mathematics 3 0 0 3
18MAT450 Data Analytics in Computational Biology 3 0 0 3
18MAT451 Computer Aided Drug Designing 3 0 0 3
18MAT452 Statistical Quality Control 3 0 0 3
18MAT453 Six Sigma Analysis 3 0 0 3
18MAT454 Statistical Pattern Recognition 3 0 0 3
Computer Science Stream
Computer Science Stream
18CSC441 Soft Computing 3 0 0 3
18CSC442 Cryptography 3 0 0 3
18CSC443 Business Analytics 3 0 0 3
18CSC444 Deep Learning for Image Processing 3 0 0 3
18CSC445 Predictive Analytics 3 0 0 3
18CSC446 Mining of Massive Datasets 3 0 0 3
18CSC447 Data Compression 3 0 0 3
18CSC448 Computer Networks 3 0 0 3
18CSC449 IoT (workshop based course) 3 0 0 3
18CSC450 Introduction to Embedded Systems 3 0 0 3
18CSC451 Information retrieval (NL) 3 0 0 3
18CSC452 Social Network Analytics 3 0 0 3
18CSC453 Big Data Storage and Analysis 3 0 0 3
18CSC454 Probabilistic Graphical Models 3 0 0 3

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