COVID19 Fake News Detection in English - This subtask focuses on the detection of COVID19-related fake news in English. The sources of data are various social-media platforms such as Twitter, Facebook, Instagram, etc. Given a social media post, the objective of the shared task is to classify it into either fake or real news. For example, the following two posts belong to fake and real categories, respectively.
If you take Crocin thrice a day you are safe - Fake.
Wearing mask can protect you from the virus - Real
I have created 3 notebooks -
- Notebook 1 :
- Logistic Regression
- Naive Bayes
- SVM
- Random Forest Classifier
- MLP Classifier
- Notebook 2 :
- K Nearest Neighbor
- K means
- Notebook 3 :
- RoBERTa
TSNE Plots were used for these Visualisations (Notebook).
Label Distribution
Training+Validation VS Test
Training VS Test
Validation VS Test