NMFP406
Data Science 1
- Timetable
- Thursday 9:00 K3
- SIS official site
Exam
- Two home projects (1st one - the first half of semester, 2nd one - the end of semester)
- Oral part composed of the projects' defence and additional questions
Lectures
- 16. 2. 2023 - Robust regression
- 23. 2. 2023 - Logistic regression
- 2. 3. 2023 - Exact logistic regression and Probit regression
- 9. 3. 2023 - Multinomial logistic regression and Ordinal logistic regression
- 16. 3. 2023 - Poisson regression and Negative binomial regression
- 23. 3. 2023 - Zero-truncated Poisson regression and Zero-truncated NB regression
- 30. 3. 2023 - Zero-inflated Poisson regression and Zero-inflated NB regression
- 6. 4. 2023 - Survival data analysis
- 13. 4. 2023 - Proportional hazards
- 20. 4. 2023 - Tobit regression
- 27. 4. 2023 - Truncated regression
- 4. 5. 2023 - Interval regression
- 11. 5. 2023 - Generalized linear mixed models
- 18. 5. 2023 - Mixed effects logistic regression
First Project
| Student | Assignment | |
|---|---|---|
| I | II | |
| Dian Patrik | income | bikes |
| Gao Tongtong | eagles | housing1 |
| Grätzer Martin | crash | housing2 |
| Hanousek Jan | menarche | gdp |
| Hobza Vojtěch | quine | soup |
| Janoušek Jan | titanic | housing3 |
| Jelenčiak Jakub | seeds | traffic |
| Josivljević Mladen | low-birth | lizards |
| Kárný Jakub | remission | wine |
| Kaván Vojtěch | snails | insurance |
| Klyuchevskiy Iakov | income | bikes |
| Kočandrle Erik | eagles | housing1 |
| Kusenda Ondrej | crash | housing2 |
| Lebeda Matěj | menarche | gdp |
| Matis Anton | quine | soup |
| Mifkovič Matej | titanic | housing3 |
| Plavčan Adam | seeds | traffic |
| Rendek Andrej | low-birth | lizards |
| Šimičák Jakub | remission | wine |
| Špinka Karel | snails | insurance |
| Špringlová Kamila | income | bikes |
| Vachálek Vladimír | eagles | housing1 |
| Váchová Karla | crash | housing2 |
| Wagner Vojtěch | menarche | gdp |
| Zhang Shuo | quine | soup |
- Solutions of both assignments must be sent by email as two PDFs. All the relevant source code (inputs) together with the software outputs must be placed in the appendix of the report.
Second Project
| Student | Assignment | |
|---|---|---|
| I | II | |
| Student | Assignment III | Exam |
| Dian Patrik | cake | - |
| Gao Tongtong | cbpp | - |
| Grätzer Martin | dyestuff | - |
| Hanousek Jan | insteval | - |
| Hobza Vojtěch | sleepstudy | - |
| Janoušek Jan | penicillin | - |
| Jelenčiak Jakub | tobin | - |
| Josivljević Mladen | ovarian | - |
| Kárný Jakub | bladder | - |
| Kaván Vojtěch | verbagg | - |
| Klyuchevskiy Iakov | penicillin | - |
| Kočandrle Erik | cake | - |
| Kusenda Ondrej | cbpp | - |
| Lebeda Matěj | dyestuff | - |
| Matis Anton | insteval | - |
| Mifkovič Matej | sleepstudy | - |
| Plavčan Adam | penicillin | - |
| Rendek Andrej | tobin | - |
| Šimičák Jakub | ovarian | - |
| Špinka Karel | bladder | - |
| Špringlová Kamila | verbagg | - |
| Vachálek Vladimír | penicillin | - |
| Váchová Karla | cake | - |
| Wagner Vojtěch | cbpp | - |
| Zhang Shuo | dyestuff | - |
- Solution of Assignment III and revisions of Assignment I and II must be uploaded into SIS. All the relevant source code (inputs) together with the software outputs must be placed in the appendix of the report.