1 |
Introduction to R(程式環境介紹) |
Introduce the environment and applications of R program |
PowerPoint with case studies and assign homework to using basic mathematical R functions |
2 |
Control Flow and Loops in R(控制流程與迴圈) |
Introduce basic methods to code control flow and loops in R |
PowerPoint with case studies and assign homework to writing self-defined R functions |
3 |
Functions and Packages in R-I(函數與套件) |
Introduce functions and packages of statistical/mathematical methods in R |
PowerPoint with case studies and assign homework to using basic statistical R functions |
4 |
Functions and Packages in R-II(函數與套件) |
Introduce functions and packages of statistical/mathematical methods in R |
PowerPoint with case studies and assign homework to using advanced statistical R functions |
5 |
Data Manipulation and Visualization in R-I(資料處理與視覺化) |
Introduce functions and packages to import data and plot figures for visualization in R |
PowerPoint with case studies and assign homework to load/save data files for basic analysis in R |
6 |
Data Manipulation and Visualization in R-II(資料處理與視覺化) |
Introduce functions and packages to import data and plot figures for visualization in R |
PowerPoint with case studies and assign homework with more plot functions for basic data analysis in R |
7 |
Statistical Analysis in R-I(統計分析方法) |
Apply the functions and packages of statistical methods in R to data analysis |
PowerPoint with case studies and assign homework of advanced statistical analysis in R |
8 |
Statistical Analysis in R-II(統計分析方法) |
Apply the functions and packages of statistical methods in R to data analysis |
PowerPoint with case studies and assign homework of more advanced statistical analysis in R |
9 |
Midterm Exam (期中考) |
Midterm Exam |
Midterm Exam |
10 |
Introduction to Python(程式環境介紹) |
Introduce the environment and applications of Python |
PowerPoint with case studies and assign homework to using basic mathematical Python functions |
11 |
Control Flow and Loops in Python(控制流程與迴圈) |
Introduce basic methods to write control flow and loops in Python |
PowerPoint with case studies and assign homework to writing self-defined Python functions |
12 |
Functions and Modules in Python-I(函式與模組) |
Introduce functions and modules of machine learning methods in Python |
PowerPoint with case studies and assign homework to using basic machine learning Python functions |
13 |
Functions and Modules in Python-II(函式與模組) |
Introduce functions and modules of machine learning methods in Python |
PowerPoint with case studies and assign homework to using advanced machine learning Python functions |
14 |
Files and Exceptions in Python(檔案與錯誤處理) |
Introduce to read, write and append data files, and realize the exceptions in Python |
PowerPoint with case studies and assign homework to load/save data files for basic analysis in Python |
15 |
Object-Oriented Programming in Python(物件導向程式設計) |
Introduce basic conceptual ideas of object-oriented programming in Python |
PowerPoint with case studies and assign homework of advanced statistical analysis in Python |
16 |
Final Exam(期末考) |
Final Exam |
Final Exam |
17 |
Review of R program(R軟體回顧) |
A comprehensive review of R program by students |
Review |
18 |
Review of Python(Python回顧) |
A comprehensive review of Python by students |
Review |