# Introduction to Data Science and Machine Learning

- [Conditions for Receiving a Certificate or ECTS](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/durchzufuehrendes-kursprojekt.md)
- [Preparation](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/vorbereitung.md)
- [Week 1 - Introduction to Data Science](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-1.md)
- [Week 2 - Data Import and Visualization](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-2.md)
- [Week 3 - Versioning with Git and Data Preparation (Part 1)](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-3-r-projekte-und-versionierung-mit-git-und-github.md)
- [Week 4 - Versioning with Git and Data Preparation (Part 2)](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-4-datenaufbereitung-mit-tidyverse.md)
- [Week 5 - Time Series Analyses and Introduction into Machine Learning](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-8-zeitreihenanalysen.md)
- [Week 6 - Baseline Models and Linear Regression](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-5-einfuehrung-in-das-maschinelle-lernen.md)
- [Week 7 - Overfitting and Regularization](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-6-overfitting-und-regularisierung.md)
- [Week 8 - Neural Nets](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-7-neuronale-netze-und-deep-learning.md)
- [Week 9 - Missing Values](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-6-support-vector-maschinen.md)
- [Week 10 - Project Presentation](https://opencampus.gitbook.io/opencampus-machine-learning-program/courses/einfuehrung/woche-9-projektpraesentationen.md)


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