Future University In Egypt (FUE)
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Altagamoa Al Khames, Main centre of town, end of 90th Street
New Cairo
Egypt
Faculty of Engineering & Technology
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List of Courses

Machine Learning and Pattern Recognition

  • Course Code :
    EED472
  • Level :
    Undergraduate
  • Course Hours :
    3.00 Hours
  • Department :
    Computer & Intelligent Systems Engineering

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Area of Study :

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Machine Learning and Pattern Recognition

Introduction to Machine Learning: Concepts, Instances, Attributes, Simple Examples, Application Domains. Machine Learning and Statistics. Data Pre-processing and Exploration: Sampling, Principal Component Analysis, Feature Extraction, Exploratory Data Analysis. Fundamental Classification Strategies. Clustering Techniques. Statistical and structural pattern recognition approaches. Bayesian decision theory. MaximumLikelihood and Bayesian parameter estimation. Nearest neighbour rule. Non-parametric classifiers. Linear discriminate functions. Non-linear classifiers. Multi-layer neural networks. Features selection. Template matching. Unsupervised learning and Cluster analysis. Supervised learning.

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Machine Learning and Pattern Recognition


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Machine Learning and Pattern Recognition

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Machine Learning and Pattern Recognition

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Machine Learning and Pattern Recognition

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Machine Learning and Pattern Recognition

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