106學年度夏季學院[資料科學程式設計]

我是劉于瑄，來自師範大學科技系大四，
暑假透過北二區的夏季學院接受CS+X六週密集的課程，在這裡記錄我的學習歷程。

Week 01 - 07/04

• In Class

  1. Install GitHub Desktop
  2. Install R & RStudio
  3. Create and Edit README.md
  4. Create a RMarkDown file

• At Home

  1. DataCamp - Introduction to R: hw01-1
  2. DataCamp - Intermediate R: hw01-2
  3. DataCamp - Introduction to the Tidyverse: hw01-3

Week 02 - 07/11

• In Class

  1. Data Visualization by ggplot2: hw02-1
  2. Word Cloud: hw02-2

• At Home

  1. DataCamp - Exploratory data analysis
  2. Map ( ggmap ) : hw02-4

Week 03 - 07/18

• In Class

  1. Learn with EDA
  2. Learn with Text mining tool (TF-IDF, PCA, K-means)

• At Home

  1. EDA report ( about Market-basket ): hw03-1 and please download data files in here
  2. Text Mining ( about PTT.cc WomenTalk ): hw03-2

Week 04 - 07/25

• In Class

  1. Learn strategy of model ( T-test, ANOVA, Regression )
  2. EDA of new dataset

• At Home

  1. Deep EDA of TIMSS dataset : hw04-1
  2. Find the final project subject

Week 05 - 08/01

• In Class

  1. 叡揚資訊講座
  2. Learn with Shiny

• At Home

  1. Put last week's homework on Shiny
  2. Final poject: final-project

Week 06 - 08/08

• 臺灣青年就業環境狀況探討

• 投影片