Fall 2025: Data Mining-1
Revision as of 23:15, 21 September 2025 by Mkwiki (talk | contribs) (→Lab 3: ( week of 22nd September 2025 ))
Contents
Lab 0: Getting Started ( week of 04th, 11th & 18th August 2025 )
| Task No. | Task | Assessment Period. | Submission Deadline |
|---|---|---|---|
| 1 | https://www.cse.msu.edu/~ptan/dmbook/tutorials/tutorial1/tutorial1.html | -- | -- |
| 2 | https://www.cse.msu.edu/~ptan/dmbook/tutorials/tutorial2/tutorial2.html | -- | -- |
| 3 | https://www.cse.msu.edu/~ptan/dmbook/tutorials/tutorial3/tutorial3.html | -- | -- |
Lab 1: ( week of 25th August & 01st September 2025 )
| Task No. | Task | Assessment Period. | Submission Deadline |
|---|---|---|---|
| 1 | Apply data cleaning techniques on any dataset (e.g., Paper Reviews dataset in UCI repository). Techniques may include handling missing values, outliers and inconsistent values. A set of validation rules can be prepared based on the dataset and validations can be performed. | 25/08/2025 - 01/09/2025 | 02/09/2025 |
Lab 2: ( week of 08th & 15th September 2025 )
| Task No. | Task | Assessment Period. | Submission Deadline |
|---|---|---|---|
| 2 | Apply data pre-processing techniques such as standardization/normalization, transformation, aggregation, discretization/binarization, sampling etc. on any dataset | 08/09/2025 - 15/09/2025 | 16/09/2025 |
Lab 3: ( week of 22nd September 2025 )
| Task No. | Task | Assessment Period. | Submission Deadline |
|---|---|---|---|
| 5 | Apply simple K-means algorithm for clustering any dataset. Compare the performance of clusters by varying the algorithm parameters. For a given set of parameters, plot a line graph depicting MSE obtained after each iteration. | 22/09/2025 - 06/10/2025 | 06/10/2025 |
