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Student Handbook 2019 International Program Thai-Nichi Institute of Technology
DGE-209 Data Analytics 3(2-3-6)
Prerequisite : DGE-202 Artificial Intelligence Techniques 1 : Software-Based Approaches and
DGE-206 Numerical Methods and Discrete Mathematics
Corequisite : None
Data model and database architecture. Conceptual data definition for database
relationship design. Normalization. Database theory. Relational language for database.
Database application case study. Data collection and presentation. Industrial data
analysis. Linear distribution analysis. Single factor-none parameter analysis. Application for
design, analysis and interpret data. Data mining. Data warehouse. Statistic for data mining.
Database acknowledgement. Abstract definition. Online analytical processing and
multi-dimensional analysis. Data classification concept and classifier evaluation. Unequal
problems clustering. Data clustering. Data mining implementation.
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 : None
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 : None
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.