Materials for Applied Data Science profile course INFOMDA2 *Battling the curse of dimensionality*.

This webpage contains all materials required for the Applied Data Science profile course INFOMDA2 â€˜Battling the Curse of Dimensionalityâ€™.

The materials on this website are CC-BY-4.0 licensed.

You can find the course syllabus as a web page here or as a pdf here.

Number | Title | Slides |
---|---|---|

01 | High-dimensional data | Slides |

02 | Dimension reduction I | Slides |

03 | Dimension reduction II | Slides |

04 | Deep learning | Slides |

05 | Clustering | Slides |

06 | Model-based Clustering | Slides, code |

07 | Time series | Slides |

08 | Text mining | Slides |

09 | Natural language processing | Slides |

Number | Title | Practical | Answers |
---|---|---|---|

01 | High-dimensional data | Practical | Answers |

02 | Dimension reduction I | Practical | Answers |

03 | Dimension reduction II | Practical | Answers |

04 | Deep learning | Practical | Answers |

05 | Clustering | Practical | Answers |

06 | Model-based Clustering | Practical | Answers |

07 | Time series | No practical | TBD |

08 | Text mining | Practical | TBD |

09 | Natural language processing | Practical | TBD |

Number | Title | Deadline | Link |
---|---|---|---|

01 | Partial least squares | 03-12-2021 @ 13:15 | Assignment |

02 | Comparing cluster methods | 21-01-2022 @ 13:15 | Assignment |