R-Programming – Titanic data – Due Dec 9th 10PM CST

Lab 02 – Writing chaincode
January 18, 2023
2 topics
January 18, 2023

R-Programming – Titanic data – Due Dec 9th 10PM CST

In this exercise, you will be allowed to share with other class members – remember to submit your own powerpoint with your name on it.1. Analyze the Titanic Data – this is a good reference:https://www.kaggle.com/hillabehar/titanic-analysis-with-r2) Focus on visualizing the effectiveness and method of each algorithm, Compare 5 Machine Learning Algorithms and summarize them in a powerpoint alongwith the codeLogistic Regression: The assumptions were met and the accuracy of the best model is 0.8539Linear SVM: Scaled some features and gained an accuracy of 0.8764Non-linear Radial SVM: Scaled some features and secured the highest accuracy of 0.8820Random Forest: Gained an accuracy of 0.8427 and 10-fold cross validation did not improve the model accuracyNaive Bayes: Gained an accuracy of 0.8427 which is identical to the Random Forest accuracy.Referenceshttps://www.analyticsindiamag.com/solving-the-titanic-ml-survival-problem-using-random-forest-vs-neural-networks-on-tensorflow-which-one-is-better/https://www.kaggle.com/thilakshasilva/predicting-titanic-survival-using-five-algorithms.Remember to submit your response as a powerpoint

 
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