How to classify news using machine learning?

Question

Analytics

I have 8 categories:
World -- “world”
Science -- “science”
Culture -- “culture”
Economy -- “economy”
Politics -- “politics”
Society -- “society”
Religion -- “religion”
and unlabeled dataset with news and their headlines (words have been replaced with synonymous ones).
you need to classify each news to these categories

Answer 1

I have always wondered - do people start to deal with such issues for reasons of simple curiosity, or are they given such a task at work? If the first - then why immediately after the advice in the forum, and not an elementary search on the Internet or reading a textbook. If the latter, then why not explain to the employer that you are not an expert in the subject?
And the information is not really a lot - books, web resources, courses, any textbook on machine learning contains a corresponding section or at least an example.
https://www.slideshare.net/compscicenter/-32801202
https://www.youtube.com/watch?v=hULD4jS5DEc
https://towardsdatascience.com/text-classification...
xplordat.com/2018/12 /14/want-to-cluster-text-try-c...
https://www.analyticsvidhya.com/blog/2018/11/tutor...
https://habr.com/post/346206/
https://nlpub.ru/

Answer 2

You can try Latent Dirichlet Placement