R_資料科學程式設計
Introduction
week_1
1 Environment Setting
2 Git & GitHub Intro
3 R Basic I
week_1 Task
week_2
1 R Basic II
2 Markdown
3 R Markdown
4 R Crawler
week_2 Task
week_3
1 Preprocess the data faster
2 Before we visualize data
3 Plot with basic function
4 Plot with ggplot2 & plotly
week_3 Task
week_4
1 Scrape with openAPI
2 Visualization Example
week_4 Task
week_5
1 Exploratory Data Analysis
2 Text Mining - TF-IDF Intro
3 Text Mining - word2vec Intro
week_5 Task
week_6
week_7
1 ML/DL Resources
week_8
week_9
week_10
week_11 & 12
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GitBook
week_9
week_9
本週投影片
Course Links
Github Link
Topics List
Statistics Basic
知識連結:
Statistic Tutorial - 章節式引導與介紹統計知識
Statistics and probability - khan影片章節式教學
台大教發中心 - 統計學課程影片
Linear Regreasion
知識連結:
台大李宏毅老師 教學影片
實作練習:
R - Linear Regression
ANOVA
知識連結:
Introduction to ANOVA-英語 影片教學
單因子變異數分析-中華科技大學 影片教學
實作練習:
陳鍾誠 - R語言實作
R Tutorial - ANOVA實作
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