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            Natural Language Processing with Python培訓

             
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            課程大綱
             

            Overview of Python packages related to NLP

            Introduction to NLP (examples in Python of course)

            Simple Text Manipulation
            Searching Text
            Counting Words
            Splitting Texts into Words
            Lexical dispersion
            Processing complex structures
            Representing text in Lists
            Indexing Lists
            Collocations
            Bigrams
            Frequency Distributions
            Conditionals with Words
            Comparing Words (startswith, endswith, islower, isalpha, etc...)
            Natural Language Understanding
            Word Sense Disambiguation
            Pronoun Resolution
            Machine translations (statistical, rule based, literal, etc...)
            Exercises
            NLP in Python in examples

            Accessing Text Corpora and Lexical Resources
            Common sources for corpora
            Conditional Frequency Distributions
            Counting Words by Genre
            Creating own corpus
            Pronouncing Dictionary
            Shoebox and Toolbox Lexicons
            Senses and Synonyms
            Hierarchies
            Lexical Relations: Meronyms, Holonyms
            Semantic Similarity
            Processing Raw Text
            Priting
            Struncating
            Extracting parts of string
            Accessing individual charaters
            Searching, replacing, spliting, joining, indexing, etc...
            Using regular expressions
            Detecting word patterns
            Stemming
            Tokenization
            Normalization of text
            Word Segmentation (especially in Chinese)
            Categorizing and Tagging Words
            Tagged Corpora
            Tagged Tokens
            Part-of-Speech Tagset
            Python Dictionaries
            Words to Propertieis mapping
            Automatic Tagging
            Determining the Category of a Word (Morphological, Syntactic, Semantic)
            Text Classification (Machine Learning)
            Supervised Classification
            Sentence Segmentation
            Cross Validation
            Decision Trees
            Extracting Information from Text
            Chunking
            Chinking
            Tags vs Trees
            Analyzing Sentence Structure
            Context Free Grammar
            Parsers
            Building Feature Based Grammars
            Grammatical Features
            Processing Feature Structures
            Analyzing the Meaning of Sentences
            Semantics and Logic
            Propositional Logic
            First-Order Logic
            Discourse Semantics
            Managing Linguistic Data
            Data Formats (Lexicon vs Text)
            Metadata

             
              備案號:備案號:滬ICP備08026168號-1 .(2024年07月24日)...............
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