| Course Outcomes |
| ITUP423.1 | Understand data preprocessing and exploratory data analysis techniques for real-world datasets. |
| ITUP423.2 | Create data visualizations using Python. |
| ITUP423.3 | Use business intelligence tools to develop interactive visualizations and dashboards. |
| ITUP423.4 | Analyze datasets using time series analysis, clustering, and text analytics techniques. |
| ITUP423.5 | Develop an end-to-end data analytics solution for real-world problems. |
| Mapping of COs and POs |
| COs | PO1 | PO2 | PO3 | PO4 | PO5 | PO6 | PO7 | PO8 | PO9 | PO10 | PO11 | PSO1 | PSO2 | PSO3 |
| CO1 | 2 | 2 | 2 | 2 | - | 3 | 3 | - | - | - | - | 2 | - | 3 |
| CO2 | 2 | 3 | 2 | 2 | 3 | - | 3 | - | - | - | - | 2 | - | 3 |
| CO3 | 2 | 3 | 2 | 2 | 3 | 3 | 3 | - | - | 3 | - | - | 3 | 3 |
| CO4 | 2 | 3 | 2 | 2 | 3 | - | 3 | - | - | - | - | - | 3 | 3 |
| CO5 | 2 | 3 | 2 | 3 | 3 | - | 3 | - | - | - | - | 2 | 3 | 3 |
| Avg | 2 | 3 | 2 | 3 | 3 | 3 | 3 | - | - | 1 | - | 2 | 3 | 3 |
