COMPUTATIONAL INTELLIGENCE IN COMPLEX DECISION SYSTEMS / ARTIFICIAL INTELLIGENCE
FIRST YEAR, MASTER. CSI, TSAeA, PSI
2019 - 2020
General
objective
Understanding the necessity and ways of implementing and using computational intelligence techniques
in complex decision making systems.
Specific objectives
» Understanding the fundamental concepts of computational intelligence/deep learning techniques,
intelligent decision systems, supervised and unsupervised learning, machine learning,
data analysis, data mining, data science, business intelligence.
» Acquiring the skills required to use ANN for function fitting, pattern recognition, prediction.
» Acquiring the skills required to use CNN for computer vision applications(image classification, object detection, pattern recognition, etc.)
» Acquiring the skills required to use RNN for time-series analysis
» Acquiring skills to use GA for optimization processes.
» Acquiring the skills required to design and implement systems based on computational intelligence/deep learning techniques.