Gurantor department | Department of Computer Science | Credits | 4 |

Subject guarantor | prof. Ing. Ivo Vondrák, CSc. | Subject version guarantor | Ing. David Ježek, Ph.D. |

Study level | undergraduate or graduate | Requirement | Optional |

Year | Semester | summer | |

Study language | Czech | ||

Year of introduction | 2015/2016 | Year of cancellation | |

Intended for the faculties | USP, FEI | Intended for study types | Follow-up Master |

Instruction secured by | |||
---|---|---|---|

Login | Name | Tuitor | Teacher giving lectures |

JEZ04 | Ing. David Ježek, Ph.D. |

Extent of instruction for forms of study | ||
---|---|---|

Form of study | Way of compl. | Extent |

Full-time | Credit and Examination | 2+2 |

Part-time | Credit and Examination | 8+0 |

The goal of the course Neural networks is to indroduce trends in paradigm of artificial neural networks.

Lectures

Seminars

The goal of the course is to introduce the paradigm of neural networks. The basic model on neuron is introduced as well as architectures of how the artificial neural networks are composed, adapted and used. The fundamental models like multilayered, self-adapting and recurrent neural networks are described.

Mandatory:
1. Hecht-Nielsen: Neurocomputing, Addison-Wesley 1989
2. Wasserman, P.D.: Neural Computing, Theory and Practice. Van Nostrand Reinhold, NY, 1989
Recommended:
3. Rojas, R. Neural Networks: A Systematic Introduction Springer-Verlag New York, Inc., 1996, ISBN: 3-540-60505-3

Hecht-Nielsen: Neurocomputing, Addison-Wesley 1989

Podmínky udělení zápočtu:
Samostatné úkoly a aktivita na cvičeních

Additional requirements are placed on the student.

Subject has no prerequisities.

Subject has no co-requisities.

Lectures:
1. Neuron models. Neurons of the 1st generation. Neurons of the 2nd generation - Perceptron.
2. Neuron adaptation. Hebb's Algorithm. Widrwo-Hoff learning of linear neuron.
3. Multilayered architectures. Backpropagation and its parametric modification.
4. Implemenation of neuron with interval based excitation. Generalized Backpropagation.
5. Recurrent neural networks.
6. Kohonen learning and Self Organized Maps. Counter-propagation.
7. Hopfield networks. Boltzmann Machine. Bidirectional Associative Memory.
8. Využití Hopfieldových sítí v úlohách s omezujícími podmínkami.
9. Adaptive Resonance Theory.
10. Usage of genetic algorithm for neural netwok adaptation. Object-Oriented Design of Neural Networks.
Exercises (PC classroom):
1. Neuron models. Neurons of the 1st generation. Neurons of the 2nd generation - Perceptron.
2. Neuron adaptation. Hebb's Algorithm. Widrwo-Hoff learning of linear neuron.
3. Multilayered architectures. Backpropagation and its parametric modification.
4. Implemenation of neuron with interval based excitation. Generalized Backpropagation.
5. Recurrent neural networks.
6. Kohonen learning and Self Organized Maps. Counter-propagation.
7. Hopfield networks. Boltzmann Machine. Bidirectional Associative Memory.
8. Využití Hopfieldových sítí v úlohách s omezujícími podmínkami.
9. Adaptive Resonance Theory.
10. Usage of genetic algorithm for neural netwok adaptation. Object-Oriented Design of Neural Networks.

Task name | Type of task | Max. number of points
(act. for subtasks) | Min. number of points |
---|---|---|---|

Credit and Examination | Credit and Examination | 100 (100) | 51 |

Credit | Credit | 40 (40) | 20 |

Neuron Net Implementation | Other task type | 40 | 20 |

Examination | Examination | 60 | 30 |

Show history

Academic year | Programme | Field of study | Spec. | Zaměření | Form | Study language | Tut. centre | Year | W | S | Type of duty | |
---|---|---|---|---|---|---|---|---|---|---|---|---|

2020/2021 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2020/2021 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2020/2021 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2020/2021 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2020/2021 | (N0541A170007) Computational and Applied Mathematics | (S01) Applied Mathematics | K | Czech | Ostrava | Optional | study plan | |||||

2020/2021 | (N0541A170007) Computational and Applied Mathematics | (S02) Computational Methods and HPC | P | Czech | Ostrava | Optional | study plan | |||||

2020/2021 | (N0541A170007) Computational and Applied Mathematics | (S01) Applied Mathematics | P | Czech | Ostrava | Optional | study plan | |||||

2020/2021 | (N0541A170007) Computational and Applied Mathematics | (S02) Computational Methods and HPC | K | Czech | Ostrava | Optional | study plan | |||||

2019/2020 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2019/2020 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2019/2020 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2019/2020 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2019/2020 | (N0541A170007) Computational and Applied Mathematics | (S01) Applied Mathematics | P | Czech | Ostrava | Optional | study plan | |||||

2019/2020 | (N0541A170007) Computational and Applied Mathematics | (S02) Computational Methods and HPC | P | Czech | Ostrava | Optional | study plan | |||||

2019/2020 | (N0541A170007) Computational and Applied Mathematics | (S01) Applied Mathematics | K | Czech | Ostrava | Optional | study plan | |||||

2019/2020 | (N0541A170007) Computational and Applied Mathematics | (S02) Computational Methods and HPC | K | Czech | Ostrava | Optional | study plan | |||||

2018/2019 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2018/2019 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2018/2019 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2018/2019 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2018/2019 | (N2658) Computational Sciences | (2612T078) Computational Sciences | P | Czech | Ostrava | 2 | Choice-compulsory | study plan | ||||

2017/2018 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2017/2018 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2017/2018 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2017/2018 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2017/2018 | (N2658) Computational Sciences | (2612T078) Computational Sciences | P | Czech | Ostrava | 2 | Choice-compulsory | study plan | ||||

2016/2017 | (N2658) Computational Sciences | (2612T078) Computational Sciences | P | Czech | Ostrava | 2 | Choice-compulsory | study plan | ||||

2016/2017 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2016/2017 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2016/2017 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2016/2017 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2015/2016 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2015/2016 | (N2647) Information and Communication Technology | (1103T031) Computational Mathematics | K | Czech | Ostrava | 2 | Optional | study plan | ||||

2015/2016 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | P | Czech | Ostrava | 2 | Optional | study plan | ||||

2015/2016 | (N2647) Information and Communication Technology | (2612T025) Computer Science and Technology | K | Czech | Ostrava | 2 | Optional | study plan |

Block name | Academic year | Form of study | Study language | Year | W | S | Type of block | Block owner |
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