Getting started with NLP
Great sources for NLP
Social media : Twitter, Facebook, comments, posts, forums
Transcripts : events, conferences, speech, call transcripts, zoom transcripts
Smart voice assistants : Alexa, Siri, Google Home
Libraries for NLP
SpaCy: works for Japanese, Chinese and English up to 45 languages. Source 4
Scikit-Learn sklearn TFIDF vectorizer
Advanced NLP
Machine Translation
Transfer learning in NLP
Algorithms
Latent Dirichlet Allocation (LDA) topic modeling
Projects
Sentiment analysis
Fake news classifier
Trump tweet maker
Can combine sentiment analysis with tweet analysis. Great Natural Language Processing (NLP) projects for hackathon : retrieve keywords from tweets (entities recognition for hashtags, brand names), pipe the result into a sentiment analysis model, predict sentiment negativity to positivity zero stars to five stars.
No comments:
Post a Comment