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DGE-301 Machine Learning 3(3-0-6)
Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches and
DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches
Corequisite : No
Simulation and machine learning. Probability. Bayesian and Naive Bayesian classification
theory. Linear regression. Hidden Markov model. Learning Tree and Learning Tree Decision. Neural
networks hypothesis evaluation. Computational learning theory. Learning by example. Learning rule set
of support vector machine (SVM). Evolutionary algorithms concepts and techniques in advanced
research. Intelligent Artificial Intelligence Multi-agent search systems and advanced planning. Integrated
image processing. Object description and object recognition. 3D visualization and maneuver analysis.

DGE-302 Mechatronics 3(2-3-6)
Prerequisite : DGE-111 Mechanics for Digital Engineers and
DGE-201 Digital Signal Processing
Corequisite : No
Overview of the mechatronic system. Principles of measurement. Sensor and transducer.
Signal improvement circuits. Analog to digital converter. Digital circuit technique. Principles of digital
techniques for measuring electromagnetic and mechanical energy conversion. Principle of DC and AC
instruments. Principle of power electronic circuits and basic applications in electrical instrument
control. Principles of the feedback control system. Types of basic controls and automation control in
the industry. Advanced sequence control technology. Conceptual design for mechanical. electrical.
electronic and control integration. Sequential control systems which emphasize on the concept
synthesis. Mechatronics Technology. Computer and Mechatronics control input.

DGE-303 Fog and Cloud Computing 3(3-0-6)
Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches and
DGE-208 Artificial Intelligence Techniques 2 : Hardware-Based Approaches
Corequisite : No
Architecture and components of data warehouse. Data warehouse design and development
methodology. Relational database management system. Installation and upgrading database
management system. Multi-user database system. Database security and integrity. Principle of Fog.
Cloud organization and Cloud computing. Simulation system. Hypervision. Provision and non-
provisioning. Convex function estimation. Type of convex function. Computer program
development and installation on cloud organization. Cloud computation service model. Cloud web-
application. Transaction management on cloud for private and public applications. Cloud computing
infrastructure. Cloud computing access. Cloud computing log. Web-application services. Cloud
application development. Principle of grid computing. Organization simulation. Cloud system
migration. Future of cloud computing.