Curriculum, Specialization & Electives

Curriculum

Semester ISemester IISemester IIISemester IV
Applied Mathematics for Data Science and AIAI Systems LabProject-IIIProject-IV
Machine Learning ParadigmsResearch Survey and SeminarElectives (1/2/3/4 credits)Electives (1/2/3 credits)
Data Science LabElectives (1/2/3/4 credits)
ElectiveProject-II
Introduction to Research
Project-I

Discipline core courses

Discipline core courses

Sl. No.CoursesCreditsSem
1Applied Mathematics for Data Science and AI3I
2Machine Learning Paradigms3I
3Data Science Lab2I
4AI Systems Lab2II
Total Credit10

Master's core courses

Master's core courses

Sl. No.CoursesCreditsSem
1Introduction to Research2I
2Research Survey and Seminar3II
Total Credit5

Elective list

NLP and Speech

  • Natural Language Processing
  • Information Retrieval
  • Conversational Al
  • Social Media Analytics
  • Speech Recognition Systems
  • Speech Synthesis
  • Spoken Language Understanding
  • Speaker Identification and Verification

Computer Vision

  • Fundamentals of Computer Vision
  • Object Detection and Recognition
  • 3D Vision and Geometry
  • Vision for Autonomous Systems
  • eep Learning for Vision

Generative AI

  • Advanced Deep Learning
  • Generative AI
  • Deep Speech Processing
  • Large Language Models
  • Text and Speech Generation with Advanced Models
  • Visual Creativity with Generative AI

Financial Analytics

  • Financial Data Analytics
  • Numerical Methods in Finance
  • Computational Financial Modeling
  • Applied Econometrics

AI in Healthcare

  • Bioinformatics
  • Healthcare Data Analytics
  • Computational Biology
  • Biomedical Signal and Image processing
  • Statistics for Health Technology