King saud CS Code Questions

Using ONE of the following sources, complete the questions for only that source: Credit approval: https://www.kaggle.com/datasets/rohitudageri/credit-card-details Links to an external site. (can only select if you did NOT previously) Adult dataset: https://archive.ics.uci.edu/dataset/2/adult Links to an external site. (can only select if you did NOT previously) Heart disease dataset: https://archive.ics.uci.edu/dataset/45/heart+disease Links to an external site. (can only select if you did NOT previously) Cardiac Arrhythmia: https://archive.ics.uci.edu/ml/datasets/Arrhythmia Links to an external site. Abalone age: https://archive.ics.uci.edu/ml/datasets/Abalone Links to an external site. – this one is a bit harder since it’s not binary like the others, but if you really want to master these concepts, you should pick this one. Use RMSE to determine overfitting if you do this as regression. You should target a value of under 3. 1. What is inductive reasoning? Deductive reasoning? Give an example of each, different from the examples given in class. 2. Preprocess your dataset. 3. Create a decision tree model tuned to the best of your abilities. Explain how you tuned it. 4. Create a random forest model tuned to the best of your abilities. Explain how you tuned it. 5. Create an xgboost model tuned to the best of your abilities. Explain how you tuned it.