Professional Certificate in Natural Language Processing AI Applications
-- ViewingNowThe Professional Certificate in Natural Language Processing (NLP) AI Applications is a comprehensive course that equips learners with essential skills for career advancement in the high-demand field of AI. This program, offered by leading institutions, covers key concepts and applications of NLP, including text processing, sentiment analysis, machine translation, and question-answering systems.
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โข Introduction to Natural Language Processing (NLP): Understanding the basics of NLP, including its history, applications, and challenges.
โข Text Preprocessing Techniques: Exploring text cleaning, tokenization, stemming, lemmatization, and stop word removal.
โข Feature Extraction and Selection: Learning about bag of words, TF-IDF, word embeddings, and feature reduction techniques.
โข Text Classification: Mastering machine learning algorithms, evaluation metrics, and model selection in NLP.
โข Named Entity Recognition (NER): Understanding the concept and applications of NER, and implementing it using machine learning and deep learning techniques.
โข Sentiment Analysis: Learning about the different approaches to sentiment analysis, including lexicon-based and machine learning-based methods.
โข Topic Modeling: Exploring Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF) for topic modeling.
โข Question Answering Systems: Understanding the components of question answering systems and implementing them using deep learning techniques.
โข Chatbots and Virtual Assistants: Building and deploying conversational agents for various applications.
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