Courses at Brest State Technical University (Brest, Belarus)

2013 Autumn

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture Note in English Or Russian translation
  • Who attend when?
• Practice: CIIT
  • Tasks Or Russian translation
  • Who attend when?
  • Gallery from students' works

• Lecture: Contemporary Data Processing Technology (CCOD)
  • Contents
  • Who attend when?
• Practice: CCOD
  • Tasks [NEW] (not completed though)
  • Who attend when?
  • Gallery from students' works

• Special course in English: Bayes Decision Theory Contents
  • For practice Contents

2013 Spring

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture Note in English [NEW!] Or Russian translation [NEW!]
• Practice: CIIT
  • Tasks [New] Or Russian translation [NEW!]

• Gallery from students' works
  • No. 1 ... Basics, Knapsac, NN & IPD
  • No. 2 ... TSP
  • No. 3 ... Lucky Dog
  • No. 4 ... Sammon Mapping

• Special course in English: Bayes Decision Theory Contents
  • For practice Contents

• Lecture for post-graduates: Decision Theory from Bayesian Network to Hidden Markov Process Contents

2012 Fall

• Lecture: Contemporary Intelligent Information Technology -2- (CIIT)
• Practice: CIIT Tasks
  • Gallery from students' works

• Lecture: Contemporary Data Processing Technology (CCOD) Contents
• Practice: CCOD Tasks
• Practice: Neural Network (NN) (1) Feedforward => (2) Hopfield => (3) Kohonen's SOM or its Russian translation

• Lecture: Automaton and its application Contents
• Practice Contents

2012 Spring

• Lecture: Automaton and its application Contents
  • For practice Contents
    • To look for initial patterns of the Game of Life
    • To look for a funny initial pattern of the Game of Life
    • To look for examples of cell automaton

• Lecture: Bayes Decision Making Contents
  • For practice Contents
  • program: Random 2-D Gaussian points from two classes Try & enjoy!
  • app: MSBNX - An application to study Bayesian network. Enjoy!

• Lecture: Contemporary Intelligent Information Technology (CIIT) Contents [New!] or Russian translation
• Practice: CIIT Tasks Russian translation
  • Gallery from students' works

• Lecture for post-graduates: Bayesian Network (continued) Contents ,

2011 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT) Contents or Russian translation
• Practice: CIIT Tasks
• Practice: Neural Networks Contents , a prototype program in C for Kohonen's Selforganizing Map.

• Lecture for post-graduates: Bayesian Network Contents (to continue)

2011 Spring

2010 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: CIIT Tasks
  • Gallery from students' works
• Practice: Neural Networks: Kohonen's SOM Contents or Russian translation
  • Gallery from students' works
• Semester Project " T-maze Exploration" - A guideline

• Good result by Alexander Nikoniuk.

2010 Spring

• Practice: Neural Networks (Perceptron & Hopfield) (1) Perceptron, (2) Hopfield and (3) Sigmoid

2009 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT) [Contents] or [Russian translation]
• Practice: CIIT [Tasks]
• Practice: Neural Networks: Kohonen's SOM [Contents] or [Russian translation] or
• Semester Project Cliff-world Exploration" - A guideline

• Good result by Vladimir Demin.

2009 Spring

• Practice: Neural Networks (Hopfield's Network)

2008 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: Neural Networks: Kohonen's SOM

2008 Spring

• Practice: Neural Networks (Hopfield's Network)

2007 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: CIIT
• Practice: Neural Networks: Kohonen's SOM
• Semister Project --- List of candidate topics
  • Pole Balance by Enforcement Learning.
  • Robot Navigation in a Grid World.
  • Traveling Salesman Problem by Ant Colony Optimization
    • A map of 52 cities in Berlin
  • Bisualization of high-dimensional space.
  • Pattern recognition by Hidden Markov Model.
    • Iris flower data base

2007 Spring

• Lecture for post-graduates: Pattern Recognition

• Practice: Neural Networks (Hopfield's Network)
• Practice: CIIT
• Practice: Neural Networks: Kohonen's SOM

2005 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: CIIT
• Practice: Neural Networks: Kohonen's SOM
• Diploma Project (for Undergraduates) [List of Topics]

2005 Spring

• Practice: Neural Networks (Hopfield's Associative Memory)
• Diploma Project (for Undergraduates) [List of Topics]
  • Jeep-in-a-Desert Problem

2004 Fall

• Lecture: Contemporary Intelligent Information Technology
  • A Summary in Russian (Translated by Sergei Besobrasov)
• Practice: Neural Networks: Kohonen's SOM
• Semester Projects --- Bio-inspired Computation [List of Topics]
  • A GA approach to Knap-sack Problem and its Russian version ... By Eugene Ledak
  • An Ant-Colony-Optimization approach to Traveling Sales-person Problem ... By Kirill Ivanov

2004 Spring

• Diploma Project (for Undergraduates) [List of Topics]
  • Evolution of Game Strategy --- Iterated Prisoner's Dilemma (in Russian) ... By Dasha Mendel
  • Visualization of High-dimensional Space by Evolutinary Computation

2003 Fall

• Short Course on Soft Computing for the already graduated --- Evolutionary Computation & Fazzy Logic
• Semester Projects: Bio-inspired Computation
  • An Evolutionary Search for the Global Minimum of Commonly used Test-functions (Schwefel-function etc)

• 2003 Spring
  • Evolutionary Computations
  • Neural Networks

2002 Spring

• Pattern Recognition
• How to Present Your Idea in an International Conference

Special Course at Kaunas Technical University (Kaunas, Lithuania)

2003 Mid-Winter

• An Introduction to Evolutionary Computations

Courses at Dokuz Eylul University (Izmir, Turkey)

2001 Fall

• "Introduction to Pattern Recognition."
• "Neural Networks: Basics"
• "Neural Networks: Advanced"

2001 Spring

• "Software Engineering."
• "Pattern Recognition: Advanced"

2000 Fall

• "Pattern Recognition: Basics"
• "Neural Networks: Basics"
• "Neural Networks: Advanced"

2000 Spring

• "Software Engineering."
• "Introduction to Graph Theory."