Courses at Brest State Technical University (Brest, Belarus)

2020 Autumn --- online

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture - Slide show
  • Lecture Note
    • its Russian translation ... By Alexander Mokin (2013)
  • Who attend when?

• Practice: CIIT
  • Who attend when?




• Lecture: Intelligent Data Processing Technology (IMOD)
  • Lecture Note
  • Slide show
  • Who attend when?

• Practice: IMOD
  • Plactices notes
  • Who attend when?




• My Schedule of this semester
  • click here if you want to check!

2020 Spring

• Lecture: Intelligent System (IC) and its Practice
  • Slide Show: Formal Langage Theory [Under revision]


• The Art of Presentation
  • Course Guide
  • My example of "By the Way (Turns)" before Conclusion
  • "Is AlphaGo Intelligent like Human?" By me in a conference
  • Rythm of Speaking English ... not yet ready
  • English Phonetics ... not yet ready
  • Add impressive effect not from one frame to next linearly!!!
    • Howto create frames with handwritten letters? I
    • Howto create frames with handwritten letters? II
    • Here we have Prezi
    • Zoom I
    • Zoom II
    • Alternatives to PowerPoint I
    • Alternatives to PowerPoint II


• My Schedule of this semester
  • click here if you want to check!

2019 Spring

• Lecture: Contemporary Data Processing Technology (CCOD)
  • Contents
  • Lecture Note - Slide show [New]
  • Practice: CCOD
    • Practice-notes (Still under construction)
    • A collection of dataset for classification by Fuzzy Takagi-Sugeno Formula
      
      Banana-database Poker-database Mammographic-database Breast-cancer-database Glass-database
    • A dataset for time-series prediction
      
      To design rule set To validate rule set
    • A collection of forein character set
      
      24 Japanese characters (kanji) to be clustered! Greek characters to be clustered!


• The Art of Presentation
  • Course Guide [New]
  • From previous students' works
    
    • A topic with 10 frames of Twitter
  • Our common format of presentation with 4 twitters
  • My example of "By the Way (TURNs)" before Conclusion
    • Try to create your 3 frames of "TURN" to replace my TURNs
      • Previous stusent's work as an example ... By Anastasia Chaichits (2018)
    • Give an inpact/schok to audiences by your TURNs!
      • E.g. A hint for TURNs in Lukashevich's presentation on baseball


• My Schedule of this semester
  • click here if you want to check!

2018 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture Note in English
    • its Russian translation ... By Alexander Mokin (2013)
  • Lecture Note - Slide show
    • its Russian translation ... By Marchanka Ilya (2015)
    • the other Russian translation [New] ... By Begeza Konstantin (2015)

• Practice: CIIT
  • See Tasks by Slide Show
    • its Russian translation ... By Muzyka Aleksandr (2016)
    • Russian version [Old] ... By Ilya Mokin (2013)
  • Who attend when?
    • Its smart-phone friendly version as of 03 November [New]
  • Gallery from students' works ... Renewed newly, still not elaborate though.
  • Glass-database

Other topics we haven't learned this time
Summary of detaled calculation
Past Studens' excellent works

• My Schedule of this semester
  • click here if you want to check!

2018 Spring

• Lecture: Intelligent System (IC) and its Practice
  • Slide Show: Formal Langage Theory [Under revision]


• The Art of Presentation
  • Course Guide
  • My example of "By the Way (Turns)" before Conclusion


• My Schedule of this semester
  • click here if you want to check!

2017 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture Note in English
    • its Russian translation ... By Alexander Mokin (2013)
  • Lecture Note - Slide show
    • its Russian translation ... By Marchanka Ilya (2015)
    • the other Russian translation ... By Begeza Konstantin (2015)
  [New]

• Practice: CIIT
  • See Tasks by Slide Show
    • its Russian translation ... By Muzyka Aleksandr (2016)
    • Russian version [Old] ... By Ilya Mokin (2013)
  [New]

• Wonderful works by previous students
  • its Russian translation in PDF format ... By Trotsuk Aleksei (2016)

• My Schedule of this semester
  • click here if you want to check!

2017 Spring

• The Art of Presentation
  • Course Guide
  • Presentation by Twitter - Students' works
  • My example-1 and My example-2
  • Presentation on AlphaGo which beat human champion
    • By Behel Andrey
    • "Is AlphaGo Intelligent like Human?" By me in a conference
  • Students' works -- 2 topics with 10 frames of Twitter
    
  #1 1st => 2nd
  #2 1st => 2nd
  #3 => failed
  #4 1st => 2nd
  #5 1st => 2nd
  • Students' final works and its improvement as time goes by
  #1 1st => 2nd => 3rd
  #2 1st => 2nd => 3rd
  #3 => failed
  #4 1st => 2nd => 3rd
  #5 1st => 2nd => 3rd




• Lecture: Intelligent System (IC)

• Practice: Intelligent System (IC)

• My Schedule of this semester
  • click here if you want to check!

2016 Fall

• Lecture: Contemporary Intelligent Information Technology (CIIT)

• Practice: CIIT
  • Gallery from students' works




• Lecture: Contemporary Data Processing Technology (CCOD)
  • Contents
  • Lecture Note - Slide show [New] but still under editing
• Practice: CCOD
  • Practice-notes (Still under construction)
  • Gallery from students' works
  • 13 Japanese characters (kanji) to be clustered!
  • A data for time-series prediction I
  • A data for time-series prediction II
  
  

2016 Spring

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: CIIT
  • Gallery from students' works
• The Art of Presentation
  • Course Guide
  • Presentation by Twitter - Students' works
  • My example-1 and My example-2
  • Presentation on AlphaGo which beat human champion
    • By Behel Andrey
    • "Is AlphaGo Intelligent like Human?" By me in a conference

---

2015 Fall

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

• Lecture: Contemporary Data Processing Technology (CCOD)
  • Contents
• Practice: CCOD
  • Lecture Note - Slide show [New!] (Still under construction)
  • Gallery from students' works
  • A collection of dataset for classification by Fuzzy Takagi-Sugeno Formula
    
    Vowel-database Wine-database Banana-database Car-database Ecoli-database Poker-database Mammographic-database Breast-cancer-database Glass-database

---

2015 Spring

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Gallery from students' works
• How to Present Ideas in an International Alena in English
  • Course Guide
  • My example-1 and My example-2
  • Student works:
    
    The versions started with:
    Improved versions:
    Final Versions:
  All the works by students once put here were intentionally deleted by someone with an intention. And I have no data to restore. Damn! Who did it?

2014 Autumn

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

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

2014 Spring

• Lecture: Contemporary Intelligent Information Technology (CIIT)
  • Lecture Note in English Or Russian translation
• Practice: CIIT
  • Tasks Or Russian translation
  • Gallery from students' works
    A game of Iterated Prisonner's Dilemma (1)
    A game of Iterated Prisonner's Dilemma (2)

• Special course in English: Evolutionary Computation
  
  • Lercture Notes
  • Gallery from students' works

2013 Autumn

• Lecture: Contemporary Intelligent Information Technology (CIIT)
• Practice: CIIT Contents

• Gallery from students' works

• Lecture: Contemporary Data Processing Technology (CCOD)
• Practice: CCOD
  • Gallery from students' works -- Efforts to design a fuzzy controller of two metro cars
  • Gallery from students' final results -- Copntrol 3D surface of speed-distance-brake
  • Gallery from students' works -- New topic of "Classification by fuzzy logic" -- Iris flower
    A Jawa application to classify Iris by Takagi-Sugeno Fuzzy Formula And its script to run it ... By Meluk Michael. or
    A Jawa application to classify Iris by Takagi-Sugeno Fuzzy Formula And its script to run it ... By Zhuk Igor.

• Special course in English: Bayes Decision Theory
  
  • Lercture Notes
  • Practice Notes
    An application: Random 2-D Gaussian points from two classes Try & enjoy!

• Two 80 minutes lectures done in a seminar at BSTU during "Belarus Robotics Week"
  (inviting mobile robot teams from Poland, Russia, etc.)
  • Intelligent Navigation? Then How Intelligent?
  • Robot Navigation: Two Implementation of State of the Arts
  I hope you too like both of the two!

2013 Spring

• Lecture: Contemporary Intelligent Information Technology (CIIT)

• Practice: CIIT
  • 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."