Professional Certificate in Natural Language Processing for Business Applications
-- ViewingNowThe Professional Certificate in Natural Language Processing (NLP) for Business Applications is a crucial course for professionals seeking to harness the power of AI in their business. NLP is a rapidly growing field, and this certificate equips learners with essential skills to analyze, understand, and generate human language using machine learning algorithms.
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โข Unit 1: Introduction to Natural Language Processing (NLP) · Definition, importance, and applications of NLP in business
โข Unit 2: Text Preprocessing · Tokenization, stemming, lemmatization, stop word removal, and cleaning
โข Unit 3: Feature Extraction · Bag of words, TF-IDF, and word embeddings (Word2Vec, GloVe)
โข Unit 4: Text Classification · Supervised learning algorithms, Naive Bayes, Logistic Regression, and Support Vector Machines
โข Unit 5: Unsupervised Learning for NLP · Clustering, topic modeling (Latent Dirichlet Allocation)
โข Unit 6: Sentiment Analysis · Aspect-based sentiment analysis, opinion mining, and social media monitoring
โข Unit 7: Named Entity Recognition · Extracting and categorizing named entities (people, organizations, locations)
โข Unit 8: Text Summarization · Extractive and abstractive methods, and applications in business intelligence
โข Unit 9: Question Answering Systems · Building conversational AI, and chatbots for customer support
โข Unit 10: Ethical Considerations · Bias, fairness, and privacy concerns in NLP models
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