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Natural Language Processing with Python培训

 
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上课地点:【上海】:同济大学(沪西)/新城金郡商务楼(11号线白银路站) 【深圳分部】:电影大厦(地铁一号线大剧院站)/深圳大学成教院 【北京分部】:北京中山学院/福鑫大楼 【南京分部】:金港大厦(和燕路) 【武汉分部】:佳源大厦(高新二路) 【成都分部】:领馆区1号(中和大道) 【沈阳分部】:沈阳理工大学/六宅臻品 【郑州分部】:郑州大学/锦华大厦 【石家庄分部】:河北科技大学/瑞景大厦 【广州分部】:广粮大厦 【西安分部】:协同大厦
最近开间(周末班/连续班/晚班):2018年3月18日
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课程大纲
 
  • 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
 

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