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Detecting Fake News Using Machine Learning

Kaggle link: https://www.kaggle.com/code/johnmatzakos/detectfakenewsml/notebook

Programming language: Python

Packages used:

  • Pandas
  • NLTK
  • Scikit Learn
  • Matplotlib
  • and more

Results:

Classifier Class Precision Recall F1-Score Accuracy AUC Score
Naive Bayes 0 83% 81% 82% 82.49% 89.48%
1 82% 84% 83%
Support Vector Machines 0 85% 86% 85% 85.70% 85.71%
1 87% 85% 86%
Binomial Linear Regression 0 85% 85% 85% 92.71% 85.59%
1 86% 86% 86%
CART Decision Tree 0 86% 82% 84% 84.79% 84.67%
1 84% 88% 86%
k Nearest Neighbor 0 89% 86% 87% 88.15% 88.06%
1 87% 90% 89%
Passive Aggressive 0 82% 85% 83% 83.77% 83.82%
1 86% 82% 84%
Ada Boost 0 87% 88% 87% 87.76% 87.75%
1 88% 88% 88%
Random Forest 0 93% 90% 92% 92.13% 97.59%
1 91% 94% 93%