CHRIST (Deemed to University), Bangalore

DEPARTMENT OF STATISTICS_AND _DATA_SCIENCE

School of Sciences





Syllabus for
MSc (Computational Statistics and Applied AI)
Academic Year  (2024)

 
1 Semester - 2024 - Batch
Course Code
Course
Type
Hours Per
Week
Credits
Marks
MCAI131 STATISTICAL METHODS Core Courses 4 4 100
MCAI132 SCRIPTING LANGUAGES Core Courses 4 4 100
MCAI133 VISUAL ANALYTICS Core Courses 4 4 100
MCAI134 PRESCRIPTIVE AND OPERATIONAL MODELS Core Courses 4 4 100
MCAI135 DATA ENGINEERING AND DATA PIPELINES Core Courses 4 4 100
2 Semester - 2024 - Batch
Course Code
Course
Type
Hours Per
Week
Credits
Marks
MCAI231 STATISTICAL LEARNING MODELS - 4 4 100
MCAI232 STATISTICAL NLP AND NLG - 4 4 100
MCAI233 DATA DRIVEN DECISION SCIENCE - 4 4 100
MCAI234 APPLIED AI IN BUSINESS - 4 4 100
MCAI235 IOT AND CLOUD ANALYTICS - 4 4 100
3 Semester - 2023 - Batch
Course Code
Course
Type
Hours Per
Week
Credits
Marks
MCAI331 REAL TIME DATA AND TIME SERIES MODELING Core Courses 4 4 100
MCAI332 DEEP LEARNING MODELS Core Courses 4 4 100
MCAI333A CATEGORICAL DATA ANALYSIS Discipline Specific Elective Courses 4 4 100
MCAI333B MULTIVARIATE TECHNIQUES Discipline Specific Elective Courses 4 4 100
MCAI334A CAUSAL INFERENCE Discipline Specific Elective Courses 4 4 100
MCAI334B NO CODE ANALYTICS PLATFORM Discipline Specific Elective Courses 4 4 100
MCAI335 CAPSTONE PROJECT-I Core Courses 4 4 100
4 Semester - 2023 - Batch
Course Code
Course
Type
Hours Per
Week
Credits
Marks
MCAI431 EXPLAINABLE AND GENERATIVE AI - 4 4 100
MCAI432 REINFORCEMENT LEARNING - 4 4 100
MCAI433A STOCHASTIC MODELING - 4 4 100
MCAI433B BAYESIAN INFERENCE - 4 4 100
MCAI434A DATA ETHICS AND PRIVACY PROTECTION AI STRATEGY - 4 4 100
MCAI434B BIG DATA ANALYTICS - 4 4 100
MCAI435 CAPSTONE PROJECT-II - 4 4 100
    Note:
  • Students can choose their prefered course from the elective as per the direction by the department
  • In addition to this, students are expected to complete three multi disciplinary courses before the end of third Sememter (Not applicable for student of Engineering, Hotel Management, Education, LLB and all Post Graduate Programmes)