https://github.com/miozilla/treebasedmodel

treebasedmodel :evergreen_tree::airplane::dancer: : Invistico Airline | Tree-based Modeling, Machine Learning (ML), Predictive, Decision Making, GridSearchCV, sklearn |
https://github.com/miozilla/treebasedmodel

accuracy decisiontreeclassifier exemplar experience f1-score flight hyperparameter logistic-regression matplotlib model numpy pandas plot-tree precision pyplot recall seaborn selection train-test-split tuning

Last synced: 10 days ago
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treebasedmodel :evergreen_tree::airplane::dancer: : Invistico Airline | Tree-based Modeling, Machine Learning (ML), Predictive, Decision Making, GridSearchCV, sklearn |

• Host: GitHub
• URL: https://github.com/miozilla/treebasedmodel
• Owner: miozilla
• Created: 2026-05-10T02:56:28.000Z (about 1 month ago)
• Default Branch: main
• Last Pushed: 2026-05-10T03:12:25.000Z (about 1 month ago)
• Last Synced: 2026-05-10T04:36:21.454Z (about 1 month ago)
• Topics: accuracy, decisiontreeclassifier, exemplar, experience, f1-score, flight, hyperparameter, logistic-regression, matplotlib, model, numpy, pandas, plot-tree, precision, pyplot, recall, seaborn, selection, train-test-split, tuning
• Language: Jupyter Notebook
• Homepage:
• Size: 1.91 MB
• Stars: 0
• Watchers: 0
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

          
# treebasedmodel 🌲✈️💃

treebasedmodel : Invistico Airline | Tree-based Modeling, Machine Learning, Predictive, Decision Making, GridSearchCV, sklearn |

## Objectives

* Importing packages & loading data

* Exploring data & completing cleaning process

* Building decision tree model 

* Tuning hyperparameters using `GridSearchCV`

* Evaluating decision tree model using confusion matrix & various other plots

## Tree-based Modeling

![treebasedmodel001.png](./media/treebasedmodel001.png)

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