Internet and Classification Methods
| Code | Completion | Credits | Range | Language |
|---|---|---|---|---|
| MI-IKM | Z,ZK | 4 | 1P+1C | Czech |
- Lecturer:
- Martin Holeňa (guarantor)
- Tutor:
- Martin Holeňa (guarantor), Tomáš Šabata
- Supervisor:
- Department of Applied Mathematics
- Synopsis:
-
In this course, the students get acquainted with classification methods used in four important internet, or generally network applications: in spam filtering, in recommendation systems, in malware detection systems and in intrusion detection systems. However, they will learn more than only how classification is performed when solving these four kinds of problems. On the background of these applications, they get an overview of the fundamentals of classification methods. The course is taught in a 2-weeks cycle with 2-hour lectures and 2-hour exercises. During the exercises, the students on the one hand implement simple examples to topics from the lectures, on the other hand consult their semester tasks.
- Requirements:
- Syllabus of lectures:
-
Lecture 1. Three important internet applications of classification methods
Lecture 2. Basic concepts concerning classification
Lecture 3. Main types of classification methods.
Lecture 4. When does a classifier make the least number of mistakes on new data?
Lecture 5. When is the classification comprehensible for a user?
Lecture 6. A team is superior to an individual.
- Syllabus of tutorials:
-
1. Getting familiar with the system Matlab for those who haven't used it yet.
2. Presentation of possible semester tasks on which the students will work at home for the assessment + simple examples for Lecture 2.
3. Simple examples for Lectures 3.-6. + consulting the semester tasks.
- Study Objective:
- Study materials:
- Note:
- Time-table for winter semester 2019/2020:
- Time-table is not available yet
- Time-table for summer semester 2019/2020:
-
06:00–08:0008:00–10:0010:00–12:0012:00–14:0014:00–16:0016:00–18:0018:00–20:0020:00–22:0022:00–24:00
Mon Tue Fri Thu Fri - The course is a part of the following study plans:
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- Knowledge Engineering, in Czech, Presented in Czech, for Students who Enrolled in 2015 (elective course)
- Master Informatics, Presented in Czech, Version for Students who Enrolled in 2015 (elective course)
- Knowledge Engineering, in Czech, Presented in Czech, Version 2016 and and 2017 (elective course)
- Computer Security, Presented in Czech, Version 2016 to 2019 (elective course)
- Computer Systems and Networks, Presented in Czech, Version 2016 to 2019 (elective course)
- Design and Programming of Embedded Systems, in Czech, Version 2016 to 2019 (elective course)
- Specialization Web and Software Engineering, in Czech, Version 2016 to 2019 (compulsory course of the branch, elective course)
- Specialization Software Engineering, in Czech, Version 2016 to 2019 (elective course)
- Specialization Web Engineering, Presented in Czech, Version 2016 to 2019 (elective course)
- Master Informatics, Presented in Czech, Version 2016 to 2019 (elective course)
- Specialization System Programming, Presented in Czech, Version 2016 to 2019 (elective course)
- Specialization Computer Science, Presented in Czech, Version 2016-2017 (elective course)
- Specialization Computer Science, Presented in Czech, Version 2018 to 2019 (elective course)
- Knowledge Engineering, in Czech, Presented in Czech, Version 2018 to 2019 (elective course)