You are allowed to read all the codes and files, but you are not allowed to copy directly for your assignments!!!!!!! I will not take any responsibility if you break the honor rule.
Please try yourself and have fun working on those interesting projects!
- Course: ECE 412 An introduction to Data Warehousing and Data Mining at UIUC
- Time: 2018/08/271- 2018/12/15
- Teacher: Qi Yu (Honestly, I'm not quite recommend this course if you are not really interested in Data Science as me. I chose this course because my interest field is Data Science. Thus, all my course are basically Data Mining/Statistic Inference those kind of course. I only went to this course for the first month, then I just watched all video about twice a month at a 1.5 speed. The speed of professor is tooooo low for me that I always want to sleep and can't focus on the class. But the grading is not bad, a lot of bonus question for exam and the bonus project as 10 points for the total grade is not hard at all. I spent about 3 hours to finish this project. In conclusion, if you want to learn something interesting, not recommend. If you like Data Science, good course as foundation
- Linux + Ubuntu 16.04
- See each program/homework under different folders. I will not upload any resources from professor, I will only upload my work including homework, source code and related notes.
- HW1: Statistical Properties + Normalize Data + Relationship between data
- HW2: Aprior + FP Tree
- HW5: Classification + Clustering
- HW3: frequent pattern minig algorithm( Ariori algorithm + FP-Growth) + closed pattern mining algorithm + maximal pattern mining algorithm
- HW4: Decision Tree (gini-index) + Random Forest (randomly choose subset of attributes and then majority voting)
- HWBonus: similar to hw3 (consider the sequential and performance)
- All codes and notes will be open source after my final test (in case of copy)
- You are allowed to read all the codes and files, but you are not allowed to copy directly for your assignments.
- If you have any problems or ideas want to share with me, please feel free to e-mail to me: [email protected]