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https://github.com/wesslen/dsba6211-summer2024

DSBA6211 Adv Business Analytics Lab Notebooks
https://github.com/wesslen/dsba6211-summer2024

scikit-learn teaching

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DSBA6211 Adv Business Analytics Lab Notebooks

Host: GitHub
URL: https://github.com/wesslen/dsba6211-summer2024
Owner: wesslen
License: mit
Created: 2024-05-16T13:24:12.000Z (9 months ago)
Default Branch: main
Last Pushed: 2024-07-23T20:58:07.000Z (7 months ago)
Last Synced: 2024-07-24T00:10:41.678Z (7 months ago)
Topics: scikit-learn, teaching
Language: Jupyter Notebook
Homepage:
Size: 14.3 MB
Stars: 0
Watchers: 1
Forks: 0
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE

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README

        # Intro

This repo includes Colab notebooks for classes and lab assignments for DSBA6211 (Advanced Business Analytics) Summer 2024 semester.

| Lecture    | Lab                                                                                                        | Lab Solution | Slides |

|----|------------------------------------------------------------------------------------------------------------|--------------|--------|

| 1: Ibis, pandas, SQL  |  [lab 1](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab1.ipynb) | [lab 1 solution](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/solutions/dsba6211_summer2024_lab1_solutions.ipynb)             | |

| 2: scikit-learn  |  [lab 2](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab2.ipynb) | [lab 2 solution](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab2_solutions.ipynb)             | [slides 2](https://dsba6211-summer2024-scikit-learn.netlify.app/) |

| 3: credit scorecard modeling  |  [lab 3](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab3.ipynb)  |  [lab 3 solution](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab3_solutions.ipynb)            | [slides 3](https://dsba6211-summer2024-credit-scorecard.netlify.app/) | 

| 4: boosting trees  |                                                                                                           |              | [slides 4](https://dsba6211-summer2024-ensembles.netlify.app/) |

| 5: text mining  |   [lab 5](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab05.ipynb)                                                                                                           |  [lab 5 solution](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/solutions/dsba6211_summer2024_lab05_solutions.ipynb)            |

| 6: prompt engineering  |   [lab 6](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab6.ipynb)                                                                                                          |              |

| 8: forecasting (ARIMA)  |    [lab 7](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab7.ipynb)                                                                                                          |  [lab 7 solution](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/solutions/dsba6211_summer2024_lab7_solutions.ipynb)            |  [slides 8](https://dsba6211-summer2024-forecasting.netlify.app/) |

| 9: forecasting (Boosting)  |  [lab 8](https://github.com/wesslen/dsba6211-summer2024/blob/main/notebooks/dsba6211_summer2024_lab8.ipynb)                                                                                                            |              |

| 10: Bayesian marketing (CLTV) |       no lab                                                                                                        |              |