Hi This is Jill. Currently doing my fifth year in NTU. Major in Business Administration.
week_1
- In Class
- Course Introduction
- Setting Git/GitHub
- Understand Git and Local/Remote Repository
- At Home
- Finish course practice & hw1
- Finish DataCamp: RMarkdown
- wk1 Note
week_2
- In Class
- Understand the basic knowledge of Web Crawling
- Practice with rvest package
- Setting up Github Page
- At Home
- Finish course practice & hw2
- Finish DataCamp: Working with Web Data in R
- wk2 Note
week_3
- In Class
- Understand the basic knowledge of Data Visualization
- Practice with ggplot2 package
- Prepare data file for hw
- At Home
- Finish course practice & hw3
- Find New package on plotting map: OpenStreetMap package
- wk3 Note
- ggplot2 Note
week_4
- In Class
- Learn how to perform text mining and visualization
- Practice with tm functions and wordcloud package
- Decide on the topic of hw
- At Home
- Finish course practice & hw4
- Finish DataCamp: String Manipulation/Text mining - Bag of Words
- wk4 Note
- tm/qdap Note
- leaflet Note
week_5
- In Class
- Understand the concept of tf-idf
- Understand how to interpret text mining result
- Decide on the topic of hw
- At Home
- Finish course practice & hw5
- Finish Reading: Text Mining with R ch1 & 3
- wk5 Note
- text mining note
week_6
- In Class
- Learn PCA & K-means
- Understand the process for data processing
- Decide project topic
- At Home
- Finish DataCamp: Cluster Analysis
- Finish DataCamp: Unsupervised Learning
- wk6 Note
- cluster analysis note
- unsupervised learning note
week_7
- In Class
- Register Shiny
- Understand how shiny works
- Review the data resource for midterm project
- At Home
- Finish Data Camp: Shiny tutorial
- Data collection for midterm project
- wk5 Note
- shiny note
week_8
- In Class
- Lecture: DSP
- At Home
- Midterm Project: Game of the Year Analysis
- Data collection
week_9
- In Class
- Lecture: MovieBot Chatbox
- At Home
- Midterm Project: Game of the Year Analysis
- Data cleaning & Identify potential problems
week_10
- In Class
- Midterm Presentation
- At Home
- Finish Midterm Project
Final