106學年度 夏季學院資料科學程式設計課程

HELLO :))

我是嚴婗 Nicole

I study in TMU台北醫學大學, major in Nutrition and Health Science

WEEK1 progress

In Class

• 第一次實作
• sign up Github
• to know what is Github
• create my own Github
• download and use R&R studio
• HW1_R markdown

At Home

• take courses on DataCamp and note it through R markdown
• Introduction to R
  • Ch1 運算
    • DataCamp_intro to basic 1
  • Ch2 vector
    • DataCamp_intro to basic 2
  • Ch3 matrix
    • DataCamp_intro to basic 3
  • Ch4 factor
    • DataCamp_intro to basic 4
  • Ch5 data frame
    • DataCamp_intro to basic 5
  • Ch6 list
    • DataCamp_intro to basic 6
• Intermediate R
  • Ch1 Relational operators, Logical operators, Conditional Statements
    • Intermediate R 1
  • Ch2 Loop
    • Intermediate R 2
  • Ch3 Functions, R packages
    • Intermediate R 3
  • Ch4 Lapply, Sapply, Vapply
    • Intermediate R 4
  • Ch5 Useful Functions(mathematical&data Utilities), Regular Expressions, Times and Dates
    • Intermediate R 5
• Introduction to the tidyverse
  • Ch1 Gapminder dataset, filter verb, arrange verb, mutate verb
    • Tidyverse 1
  • Ch2 Visualizing with ggplot2, Log scales, Additional aesthetics---color&size, Faceting
    • Tidyverse 2
  • Ch3 Summarize verb---summarize(), Visualizing summarized data
    • Tidyverse 3
  • Ch4 Line plots, Bar plots, Histograms, Box plots
    • Tidyverse 4

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WEEK2 progress

In Class

• Data Visualization

• The BEAUTY of DATA VISUALIZATION:

  • (1) to find the information & pattern behind the data
  • (2) data is the new soil

• practice using the data from R dataset

• HW2_Data Visualization

• 認識資料的型態，觀察資料，學習用ggplot2作圖

• 學習使用ggmap，ggplot2 + 地圖套件

• HW2_ggmap_Swiss

• 文字探勘---do text mining through R and make 文字雲

• text-mining_ptt歐美版

At Home

• Exploratory data analysis​
  • Explore categorical data & numerical data, Numerical summaries, Case Study
• HW2_ggplot2 + 地圖套件_臺灣獨立書店分佈

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WEEK3 progress

In Class

• Use "Kaggle" to obtain the dataset, read kaggle script and make the report through R markdown
• Text Mining: TFIDF -> PCA -> K-means
• HW3_EDA: Report of Adverse Food Events
• HW3_Text Mining_"Animal Farm"

At Home

• 練習文字探勘Text Mining，TFIDF -> PCA -> K-means
• HW3_PTT歐洲旅遊板分析1
• HW3_PTT歐洲旅遊板分析2
• Datacamp: Regression & Correlation

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WEEK4 progress

In Class

• Intoduction of basic statistics: T test & ANOVA
• Linear regression analysis
• 用R進行EDA的深度分析分析

At Home

• HW4_EDA深入分析

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WEEK5 progress

In Class

• 叡揚資訊 Vital CRM 講座
• Shiny教學:互動式的視覺化資料

At Home

• Prepare for final project *final資料整理

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WEEK6 progress

In Class

• oral presentation
• 專題:臺灣青年_就業!失業?創業!
  • 探究臺灣青年就業狀況
• 簡報連結