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GA Data Science @ Hong Kong

How to use this course

Getting Ready

Getting ready for the course consists of preparing both yourself and your computer for Data Science. The Prologue to Data Science is food for the brain and acts as the preresuite for this course.

OSX and Linux provide a better course experience, but it's possible to setup your Windows machine in very similar ways. The Setup Instructions cover all three platforms. Be sure to follow the instructions common to all three platforms first before the optional OS-specific installs.

Git & Github have a dedicated instruction. Only follow the instructions under Setup and Setup Course Materials, as Git Workflow and Useful Git Tips and Tools are optional and advanced guidance.

Notebooks

Lesson materials are distributed in iPython Notebooks. An index of the latest notebooks is available on the course page as ga-students.github.io/DS_HK_2/.

To run the notebooks locally, run

ipython notebook

in the terminal while inside of the DS_HK_2/notebooks/ directory, as well as running

python -m SimpleHTTPServer

in the same location in the terminal to serve up the pictures. You can combine them into one command by pasting the following into a file called .bashrc in your home directory.

ipynb(){
	nohup python -m SimpleHTTPServer >&/dev/null; 
	ipython notebook; 
	sudo kill $(sudo lsof -t -i:8000);
}

and running the 'ipynb' command in the terminal while inside of the DS_HK_2/notebooks/ directory

Questions

For questions, please turn to any of the following communication channels for support.

Agenda

Lesson Topic Date
1 Intro to Data Science Past
2 Python Modules Past
3 Linear Algebra Past
4 Data Queries Past
5 Linear Regression Past
6 Polynominal Regression Past
7 Logistic Regression Past
8 KNN Clustering Past
9 Naive Bayes Mon, 26 May
10 Decision Trees Wed, 28 May
11 Support Vector Machine Mon, 02 Jun
12 K-Means Wed, 04 Jun
13 Guest Speaker: Guy Freeman Mon, 09 Jun
14 PCA Wed, 11 Jun
15 Random Forests Mon, 16 Jun
16 Data Exploration and Diagnostics Wed, 18 Jun
17 Special Session Mon, 23 Jun
18 Recommendation Systems Wed, 25 Jun
19 Guest Speaker: Han Xu Mon, 30 Jun
20 Time Series Wed, 2 Jul
21 Final Project Workshop Mon, 7 Jul
22 Final Project Presentations Wed, 9 Jul

Contact

Data Science in Hong Kong is run by @tijptjik

About

Repo for students of GA's Data Science course in Hong Kong

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