| Aug 22 |
About the course |
📙 |
|
Leek & Peng 2015 |
| Aug 24 |
Data science project cycle |
📙 |
|
Mason and Wiggins 2010 |
| Aug 29 |
Introduction and install tools |
📙 |
|
Cooper & Hsing 2017 |
| Aug 31 |
Version control with Git |
📙 |
|
Blischak et al. 2016 |
| Sep 05 |
Introduction to GitHub |
📙 |
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| Sep 07 |
RStudio project and dynamic documents with R Markdown |
📙 |
01 |
Xie et al, Chapter 2 |
| Sep 12 |
R basics: data types, vectors, matrix, data frame, etc. |
📙 |
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| Sep 14 |
More R basics: lists, dates, etc. |
📙 |
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Hadley, Chapter 4 |
| Sep 19 |
R programming basics: conditional statements |
📙 |
02 |
|
| Sep 21 |
R programming basics: loops, apply |
📙 |
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| Sep 26 |
Class cancelled (Dr. Li out of town) |
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| Sep 28 |
Class cancelled (Dr. Li out of town) |
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| Oct 03 |
Strings and Regular expressions |
📙 |
03 |
Peng, Chapter 17 |
| Oct 05 |
Fall Holiday |
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| Oct 10 |
API and data scraping |
📙 |
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| Oct 12 |
Class cancelled (Dr. Li out of town) |
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| Oct 17 |
Data input and output |
📙 |
|
Hadley, Chapter 11 |
| Oct 19 |
Data manipulation with R |
📙 |
04 |
Hadley, Chapter 5 |
| Oct 24 |
More data manipulation with R |
📙 |
|
Hadley, Chapter 5 |
| Oct 26 |
Data visualization with R |
📙 |
05 |
Holmes and Huber, Chapter 3 |
| Oct 31 |
Class cancelled (Dr. Li out of town) |
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|
| Nov 02 |
Exploratory data analysis |
📙 |
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Hadley, Chapter 7 |
| Nov 07 |
Regression methods |
📙 |
06 |
|
| Nov 09 |
More on Regression methods |
📙 |
|
Navarro, Chapter 15 |
| Nov 14 |
Spatial data and analysis |
📙 |
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Geocomputation with R |
| Nov 16 |
Spatial data and analysis |
📙 |
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| Nov 21 |
Write your own functions and package |
📙 📙 |
07 |
Hadley, Chapter 19 Hadley, Chapter 2 |
| Nov 23 |
Thanksgiving, no class |
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| Nov 28 |
Final project presentation |
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| Nov 30 |
Final project presentation and wrap up |
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| Dec 12 |
Final grades due |
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