July 2018 R data analysis bootcamp-style-course - 8N2033
Hi my name is Eric (王奕傑), Student ID 08359906.
I am enrolling in Singapore Management University, majoring in information systems, so this is kind of a way for me to prepare for the degree programme.
Been trying to pick up coding on my own, but find myself like a headless chicken. Did some Lynda.com courses on R but still glad to be able to attend a course that can provide me with more guidance and direction.
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In class
- Installation and introduction
- Getting to know GitHub
- Utilising R Markdown to knit into html for better visualizations
- Files
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At home
- Introduction to R on Data camp
- Intermediate R on Data camp
- Exploring DataFrames on Data camp
- Introduction to Tidyverse on Data camp
- Read the slides for the next lesson.
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In class
- Understanding data visualisation
- Data visualisation exercise (Class activity)
- Word cloud activity
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At home
- Exploring Twitter API - Donald J Trump's last 100 tweets
- Exploring ggmap
- Read Prelesson articles.
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In class
- Exploratory Data Analysis
- Files
- TFIDF -> PCA -> K-means (Live coding)
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At home
- Correlation and Regression on Datacamp
- Text mining process using TFIDF, PCA and K means
- Files
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Class Assignments
- Further Exploratory Data Analysis - Correlations, T-test and ANOVA
- Files
- Linear Regression Models
- Files
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In class
- Keynote presentation by Mr. Tony Song
- Learning Shiny by R studio.
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At home
- Final Project
- In collaboration with ruxiuhsiao and peiyingwu.