Downloads · 30 days
0
dl-nlp
foongminwong/dl-nlp
dl-nlp is a machine learning model from foongminwong. Use it for the machine learning task on the model card, and read the license before you ship it in a product.
This repository contains a Jupyter notebook using scikit-learn SVM to classify real & fake news.
Access
Public
Updated Apr 4, 2022
Repo size
—
Likes
0
Public
Repo makeup
Click a slice to open those files.
.ipynb52.5 KB · 96%
At a glance
- Access
- Public
- Created
- Apr 4, 2022
- Updated
- Apr 4, 2022
- SHA
- 7e9a5d03
Model card
From the Hugging Face model README
Coding Challenge - Deep Learning for NLP (Foong)
Description:
This repository contains a Jupyter notebook using scikit-learn SVM to classify real & fake news.
Dataset: https://www.kaggle.com/clmentbisaillon/fake-and-real-news-dataset Libraries used: Scikit-learn, NLTK, pandas, numpy, csv
Write-up:
The accuracy of the model is 0.995.
There are a couple of misclassified news articles and to improve the model's performance on these news articles, here're some suggestions:
- Remove stop words: The news article title and text contain a lot of commonly used words which should be removed as features. Therefore, more data cleaning should be performed prior to model building.
- Try using the neural network by setting batch size, apply dropout & finetuning it
- Run cross-validation
- Created
- Apr 4, 2022
- Updated
- Apr 4, 2022