Personality Prediction Project by Luca Vlad https://padlet.com/lucavlad50/p7rdku49m6g8grzc en-us 2022-10-14 09:16:27 UTC 2023-01-11 15:56:10 UTC hello@padlet.com Personality Prediction Project lucavlad50 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2340111507 One of the greatest applications of machine learning is to classify individuals based on their personality traits. Each person on this planet is unique and carries a unique personality. The availability of a high-dimensional and large amount of data has paved the way for increasing marketing campaigns' effectiveness by targeting specific people. Such personality-based communications are highly effective in increasing the popularity and attractiveness of products and services. It increased usage, customer satisfaction, and broader acceptance among users.

]]> 2022-10-14 09:17:24 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2340111507 Dataset lucavlad50 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2340112322 https://www.kaggle.com/datasets/datasnaek/mbti-type]]> 2022-10-14 09:18:10 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2340112322 Link to colab lucavlad50 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2440857953 https://colab.research.google.com/drive/121iRLZL8dUtg-tX26hQKBI8DzsomE-w4?usp=sharing]]> 2023-01-11 14:05:49 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2440857953 Random Forest alexandrapert99 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441004033 For our dataset the accuracy is: 0.36]]> 2023-01-11 15:37:15 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441004033 MultinominalNB alexandrapert99 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441008343 For our dataset the accuracy is : 0.34]]> 2023-01-11 15:39:52 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441008343 Support vector machines alexandrapert99 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441013712 For our dataset the accuracy is: 0.58]]> 2023-01-11 15:43:08 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441013712 Refine the data alexandrapert99 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441024660 oversampling 
undersampling]]> 2023-01-11 15:50:13 UTC https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441024660 Oversampling and Undersampling alexandrapert99 https://padlet.com/lucavlad50/p7rdku49m6g8grzc/wish/2441031135
Oversampling — Duplicating samples from the minority class

Undersampling — Deleting samples from the majority class.
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