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An undergraduate course on data mining.

Home Page: https://chatox.github.io/data-mining-course/

License: GNU General Public License v3.0

Jupyter Notebook 99.99% Makefile 0.01%

data-mining-course's Introduction

Data Mining Course

Instructor: Carlos Castillo

These are materials for a twelve-weeks undergraduate course on Data Mining, and include two-hour lectures and two-hour practice sessions every week. They were developed for third year students of the bachelor degree on Mathematical Engineering on Data Science at Universitat Pompeu Fabra, Barcelona.

  • "Exciting and really helpful for our future as data scientists" -- a student from the 2019 edition
  • "A lot of work. However, the theory and practice materials are excellent" -- a student from the 2019 edition

Contents of this repository

🚧 These materials should not be considered final until he end of the course.

  • πŸ“ˆ Theory: slides and planning for the theory part.
  • πŸ’» Practicum: activities for practical sessions.
  • πŸ“ Datasets: to be used during practical sessions.
  • πŸ“ Exams from previous and current year.

Material specific to UPF students:

This course was adapted for online learning in 2020. The main changes are that theory lessons are divided into smaller modules, there is only one midterm exam instead of two, no two-people assignments are requested, and individual practices are a little bit longer but more time is given to complete them.

Acknowledgments

I am thankful to Aris Gionis and Aris Anagnostopoulos for their comments on an earlier version of these materials. Thanks to Miguel Angel CordobΓ©s for his work on several of the practical sessions.

All course materials are available under a Creative Commons license unless specified otherwise.

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