An API developed by using the FastAPI library and uses an NLP model to classify the category of the news in the Swahili language.
API URL: https://limitless-forest-00896.herokuapp.com/news-prediction/
The NLP model will classify news by using the following categories.
- Kitaifa (National)
- Michezo (Sports)
- Biashara (Economy)
- Kimataifa (International)
- Burudani (Entertainment)
How to use the API URL in your own application.The example below uses python programming language.
import requests as r
# sample news article
news = "Mshambuliaji wa Chelsea Romelu Lukaku amehusishwa na kurejea katika klabu yake ya zamani Inter Milan lakini mchezaji huyo wa kimataifa wa Ubelgiji mwenye umri wa miaka 28 anataka kusalia na kupigania nafasi yake Stamford Bridge. (Mirror)"
# make prediction
keys = {"news": news}
prediction = r.get(
"https://limitless-forest-00896.herokuapp.com/news-prediction/", params=keys
)
# collect and print the result
results = prediction.json()
print(results["prediction"])
print(results["Probability"])Note: You can use the API URL in any programming language, you just need to follow the instruction of a particular langauge to access and use this API.
Incase you have any difficulties or issues while trying to run the script you can raise it on the issues section.
If you have something to add or new idea to implement, you are welcome to create a pull requests on improvement.
If you find this repo useful , give it a star so as many people can get to know it.
All the credits to Davis David