NLP: Natural Language Processing with R培訓

課程代碼

nlpwithr

課程時長

21 時間: 同常來說包括休息是 3天

最低要求

  • Some familiarity with programming.

Audience

  • Linguists and programmers

概觀

據估計, 非結構化資料占所有資料的 9 0% 以上, 其中大部分是文本形式的。博客帖子、推特、社交媒體和其他數位出版物不斷增加了這一不斷增長的資料

本講師指導的現場課程的核心是從這些資料中提取見解和意義。利用 R 語言和自然語言處理 (NLP) 庫, 我們將電腦科學、人工智慧和計算語言學的概念和技術結合起來, 以演算法方式理解文本資料背後的含義。資料樣本可根據客戶要求提供各種語言版本.

到本培訓結束時, 學員將能夠準備來自不同來源的資料集 (大小), 然後應用正確的演算法分析和報告其意義

課程

格式

  • 部分講座、部分討論、繁重的動手實踐、偶爾的測試來衡量理解

Machine Translated

課程簡介

Introduction

  • NLP and R vs Python

Installing and Configuring R Studio

Installing R Packages Related to Natural Language Processing (NLP)

An Overview of R's Text Manipulation Capabilities

Getting Started with an NLP Project in R

Reading and Importing Data Files into R

Text Manipulation with R

Document Clustering in R

Parts of Speech Tagging in R

Sentence Parsing in R

Working with Regular Expressions in R

Named-Entity Recognition in R

Topic Modeling in R

Text Classification in R

Working with Very Large Data Sets

Visualizing Your Results

Optimization

Integrating R with Other Languages (Java, Python, etc.)

Summary and Conclusion

客戶評論

★★★★★
★★★★★

課程分類

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