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Micro-specialization in Artificial Intelligence and Machine Learning


This micro-specialization comprises one foundation course on Artificial Intelligence and two electives courses related to Artificial Intelligence and Applications. The foundation course on AI introduces fundamental techniques of AI along with a gamut of real-life problems where AI techniques can be successfully applied. This course spans across different layers – knowledge representation and logic; search and reasoning frameworks; planning, learning, and communication and interaction. There is a diverse elective list that includes courses on mathematical foundations and various aspects of AI and Machine Learning and their applications.

Number of Subjects needed to earn the Micro-Specialization : 3

Credits needed to earn the Micro-Specialization: 10 credits

Structure:


A. COMPONENT- I: (MANDATORY REQUIREMENT) FROM TABLE-I


TABLE-I


Subject No
Subject Name
L-T-P (Credit)
AI61005
Artificial Intelligence Foundations And Application
3-1-0 (4)

 

B. COMPONENT II AND III (Any two subjects from TABLE-II)


TABLE-II


Subject No
Subject Name 
L-T-P (Credit)
AI42001
Machine Learning: Foundation and Applications
 3-0-3 (5)
AI61002
Deep Learning Foundations and Applications
 3-1-0 (4)
AI61003
Linear Algebra for AI And ML
 3-1-0 (4)
AI60002
Machine Learning for Earth System Sciences
3-0-0 (3)
AI61004
Statistical Foundation for Artificial Intelligence and Machine Learning
3-1-0 (4)
AI61006
Artificial Intelligence for Cyber Physical Systems
3-1-0 (4)
AI60004
Big Data Processing
3-0-0 (3)
AI60006
Dependable and Secure AI-ML
 3-0-0 (3)
AI60008
Knowledge Modelling and Semantic Web Technologies
3-0-0 (3)
AI60007
Graph Machine Learning: Foundations and Applications
3-0-0 (3)
AI60201
Graphical And Generative Models For Machine Learning
3-0-0 (3)
AI61201
Visual Computing with AI/ML
3-1-0 (4)
AI60205
 Interpretable Machine Learning
3-0-0 (3)
AI60209
AI/ML for Robot Autonomy
4-0-0 (4)
AI60202
Advanced Learning Paradigms in AI 
3-0-0 (3)

NOTE: Students opting for Dual Degree program at COEAI will not be eligible for getting this Micro-specialization.