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Delve deep into the world of Natural Language Processing (NLP) with this intensive course. Tailored for individuals aiming to extract meaning from English text, this course covers a range of methods and theories to understand and implement NLP solutions.
Delve deep into the world of Natural Language Processing (NLP) with this intensive course. Tailored for individuals aiming to extract meaning from English text, this course covers a range of methods and theories to understand and implement NLP solutions.
Unlock the power of written language with our comprehensive Natural Language Processing course. Participants will:
• Master techniques to process and understand human languages.
• Harness the potential of texts, from blog posts to tweets, for data analysis.
• Set up algorithms to draw conclusions from vast data sources.
• Gain hands-on experience with text classification, sentiment analysis, parsing, and more.
• Required: Familiarity with any programming language (e.g., Java, Python, PHP, VBA).
• Expected: Proficiency in maths at A-level standard, with a focus on probability, statistics, and calculus.
• Beneficial: Knowledge of regular expressions.
*We customize the course outline and content to your specific needs and relevant use cases.
Introduction to NLP:
• Brief on NLP methods and its applications.
Text Processing Techniques:
• Word and sentence tokenization
• Text classification
• Sentiment analysis
• Spelling correction
• Information extraction
• Parsing
• Meaning extraction
• Question answering
NLP Theory:
• Probability and statistics in NLP
• Basics of machine learning applied to NLP
NLP Models and Methods:
• N-gram language modeling
• Naive Bayes and Maxent classifiers
• Sequence models, including Hidden Markov Models
• Probabilistic dependency and constituent parsing
• Vector-space models of meaning
Hands-on learning with expert instructors at your location for organizations.
Master new skills guided by experienced instructors from anywhere.
