4Geeks Coding Projects tutorials and exercises for people learning to code or improving their coding skills
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beginnerRepository
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You will not create a new repository this time. Continue your Titanic project by creating a new modeling part for XGBoost (after your random forest results).
Once you are finished creating your model, make sure to commit your changes, push to your repository and go to 4Geeks.com to upload the repository link again (same link you delivered in the previous project).
Predicting Titanic survival using Random Forest
We need to build a predictive model that answers the question: βwhat sorts of people were more likely to survive?β using passenger data (ie name, age, gender, socio-economic class, etc). To be able to predict which passengers were more likely to survive we will use XGBoost to train the model.
Step 1:
Build a new predictive model (don't erase the previous one) using XGBoost.
Step 2:
Using the same evaluation metric as last project, evaluate your new XGBoost model. Optimize your model hyperparameters. The full list of possible parameters can be found in the following link: https://xgboost.readthedocs.io/en/latest/parameter.html
Step 3:
Use the app.py to create your new pipeline.
Save your final XGBoost model in the 'models' folder.
In your README file write a brief summary.
4Geeks Coding Projects tutorials and exercises for people learning to code or improving their coding skills
Difficulty
beginnerRepository
Click to openVideo
Not available
Live demo
Not available
Average duration
2 hrs
Technologies
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