Professional Certificate in NLP for Disaster Assessment Teams
-- ViewingNowThe Professional Certificate in NLP for Disaster Assessment Teams is a comprehensive course that equips learners with essential skills in Natural Language Processing (NLP) for disaster management. This program highlights the importance of NLP in analyzing and interpreting large volumes of data generated during disasters, enabling teams to make informed decisions quickly and efficiently.
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โข Introduction to NLP · Natural Language Processing concepts · Text analysis techniques · Linguistic theory fundamentals
โข Data Preprocessing · Data cleaning techniques · Tokenization · Stop word removal · Stemming · Lemmatization
โข Sentiment Analysis · Opinion mining · Sentiment scores · Text classification techniques
โข Named Entity Recognition · Identifying entities · Entity linking · Geoparsing
โข Topic Modeling · Latent Dirichlet Allocation · Non-negative Matrix Factorization · Correlation clustering
โข Text Summarization · Extractive summarization · Abstractive summarization · Centroid-based summarization
โข Word Embeddings · Word2Vec · GloVe · FastText
โข Advanced NLP Techniques · Deep learning for NLP · Transformers · Transfer learning · BERT
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