# Week 2.4

## Time series analysis

- [Book theory](https://mude.citg.tudelft.nl/book/2025/time_series/intro.md)
  - [Components](https://mude.citg.tudelft.nl/book/2025/time_series/components.md)
  - [Noise](https://mude.citg.tudelft.nl/book/2025/time_series/noise.ipynb)
  - [Modelling](https://mude.citg.tudelft.nl/book/2025/time_series/modelling)
  - [Stationarity](https://mude.citg.tudelft.nl/book/2025/time_series/stationarity)
  - [ACF](https://mude.citg.tudelft.nl/book/2025/time_series/acf)
  - [AR](https://mude.citg.tudelft.nl/book/2025/time_series/ar.ipynb)
  - [Forecasting](https://mude.citg.tudelft.nl/book/2025/time_series/forecasting)
  - [Moving Average (Optional)](https://mude.citg.tudelft.nl/book/2025/time_series/movingAverage.ipynb)
- [Lecture slides](https://github.com/TUDelft-MUDE/source-files/raw/main/file/MUDE_TSA_week2_4_slides.pdf)
- [Collegerama recording](https://collegeramavideoportal.tudelft.nl/catalogue/cegm1000/presentation/cb07de46463e477d84d571a19bb174e31d?academicYear=2025-2026-cegm1000-25)
- [Workshop assignment](https://mude.citg.tudelft.nl/workbook-2025/assignments/WS2.4/README.html) 
- [Group assignment](https://mude.citg.tudelft.nl/workbook-2025/assignments/GA2.4/README.html)


## Programming

- Programming preparations for workshop and group assignments
  - [Programming assignment: Axis of Awesome](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/README.html)
    - [Axis](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/1_axis.html)
    - [ACF](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/2_acf.html)
- Testing in Python
  - [Book chapter](https://mude.citg.tudelft.nl/book/2025/programming/week_2_4.html)
    - [Asserts Statements](https://mude.citg.tudelft.nl/book/2025/_git/github.com_TUDelft-books_learn-python/2025/book/errors/asserts.html)
    - [Raising Errors](https://mude.citg.tudelft.nl/book/2025/_git/github.com_TUDelft-books_learn-python/2025/book/errors/raise_errors.html)
    - [Handling Errors](https://mude.citg.tudelft.nl/book/2025/_git/github.com_TUDelft-books_learn-python/2025/book/errors/handling_errors.html)
    - [Unit Testing](https://mude.citg.tudelft.nl/book/2025/programming/week_2_4/testing.html)
  - [Programming assignment: Axis of Awesome](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/README.html)
    - [Assert Statements](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/3_asserts.html)
    - [Unit Testing](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/4_tests.html)
      - [`max_even_squared.py`](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/max_even_squared.html)
      - [`my_test.py`](https://mude.citg.tudelft.nl/workbook-2025/assignments/PA2.4/my_test.html)