Natural Language Processing培訓

課程代碼

nlp

課程時長

21 時間: 同常來說包括休息是 3天

最低要求

No background in NLP is required.

Required: Familiarity with any programming language (Java, Python, PHP, VBA, etc...).

Expected: Reasonable maths skills (A-level standard), especially in probability, statistics and calculus.

Beneficial: Familiarity with regular expressions.

概觀

本課程專為有興趣從書面英語文本中提取意義的人設計,儘管知識也可以應用於其他人類語言。

該課程將介紹如何使用人類撰寫的文本,如博客文章,推文等...

例如,分析師可以設置一種算法,該算法將根據廣泛的數據源自動得出結論。

Machine Translated

課程簡介

Short Introduction to NLP methods

  • word and sentence tokenization
  • text classification
  • sentiment analysis
  • spelling correction
  • information extraction
  • parsing
  • meaning extraction
  • question answering

Overview of NLP theory

  • probability
  • statistics
  • machine learning
  • n-gram language modeling
  • naive bayes
  • maxent classifiers
  • sequence models (Hidden Markov Models)
  • probabilistic dependency
  • constituent parsing
  • vector-space models of meaning

客戶評論

★★★★★
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