Executive Development Programme in Text Mining: Data Extraction
-- ViewingNowThe Executive Development Programme in Text Mining: Data Extraction is a crucial certificate course designed to empower professionals with the latest techniques in data extraction and text mining. This programme is essential in today's data-driven world, where businesses increasingly rely on data to make informed decisions.
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โข Introduction to Text Mining & Data Extraction: definitions, concepts, and primary applications
โข Data Acquisition Techniques: web scraping, APIs, and databases
โข Data Preprocessing: cleaning, normalization, and tokenization
โข Natural Language Processing (NLP): fundamental NLP concepts, techniques, and tools
โข Information Extraction: named entity recognition, part-of-speech tagging, and dependency parsing
โข Sentiment Analysis: techniques, challenges, and applications
โข Topic Modeling: latent Dirichlet allocation (LDA), non-negative matrix factorization (NMF), and hierarchical Dirichlet process (HDP)
โข Text Classification: machine learning algorithms, model evaluation, and optimization
โข Text Analytics Tools and Libraries: Gensim, NLTK, spaCy, and scikit-learn
โข Ethics and Privacy in Text Mining: data protection, consent, and ethical considerations
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