ETW3482 Team B4 Final Project - Kanban Board by Maha Nasim https://padlet.com/mnas0008/wh68jp1co8mcexj2 Anshuman Kedia and Maha Nasim en-us 2021-05-30 09:13:55 UTC 2021-05-30 09:35:07 UTC hello@padlet.com Maha Nasim (29446279) mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571382418 2021-05-30 09:14:35 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571382418 Done by Anshuman mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571383042 Discussed Business Problem
Briefly describe the dataset. 
Goal of the project  
Justified the choice of evaluation Matrix 
Stated some interesting Facts

]]> 2021-05-30 09:15:12 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571383042 Done by Maha Nasim mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571385258 Data description, summary statistics for the Class. 
Highlighted findings on important variables
E.g. Missing values, highly skewed variables, outliers, etc
Removed and Replaced Missing Values
Redundant Variables Removed
Resampled Imbalanced Class (SMOTE)
Removed outliers
Correlation Matrix Constructed]]> 2021-05-30 09:17:25 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571385258 Done by Maha Nasim mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571387981 Short explanations provided for J48 and Naive Bayes algorithms. Tuned their parameters, J48 was pruned and Naive Bayes default useDiscretized was changed to True.
Consolidated the results. 
Compared the models using your evaluation metrics such as F-measure, Accuracy and Forecast Errors]]> 2021-05-30 09:20:19 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571387981 Done by Anshuman Kedia mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571390403 Short explanations provided for Logistic and IBK algorithms. Tuned their parameters, used different attribute evaluators cut off points and checked the best results.
Consolidated the results. 
Compared the models using your evaluation metrics such as F-measure, Accuracy and Forecast Errors]]> 2021-05-30 09:22:39 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571390403 Done by Maha Nasim mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571391587 Analyzed Using supplied test on the selected models, picked the best model based on accuracy measures
Explained choice of attributes for final model
Provided recommendations for Students pursuing higher education to earn higher incomes]]> 2021-05-30 09:23:58 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571391587 Done by Anshuman Kedia mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571393234  Provided summary of the best model. 
Summary of analysis with recommendations to make the modelling better, such as which further attributes to include]]> 2021-05-30 09:25:15 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571393234 Anshuman Kedia (30123348) mnas0008 https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571395183 2021-05-30 09:27:38 UTC https://padlet.com/mnas0008/wh68jp1co8mcexj2/wish/1571395183