Intelligence-Oriented Management Decision Systems in NCTU Fall , 2017.
This is a course about machine learning application (Financial forecast , Image Processing , Algorithm Implementation) in NCTU Fall,2017.
| Date | Lecture Number | Content |
|---|---|---|
| 9/20 | Lecture1 | Using Python Language to solve some UVA problems. Let't me know how to program in Python and use the function or lib of Python language. |
| 9/27 | Lecture2 | Using matplotlib to draw Monte Carlo methods , Black-Scholes , Bi-section method to simulate the stock price. |
| 10/11 | Lecture3 | Understanding some basic theory like Bayes's Rule , Classification Trees (ID3,CART,C4.5) and implement the Decision Tree Algorithm using Python (Dataset : Playtennis.txt & Iris ) |
| 10/18 | Lecture4 | Understanding KNN , K-Means Theory and implement these two Alogrithms using Python |
| 10/25 | Lecture5 | Using Python to forecast or analyze stock in Taiwan |
| 11/01 | Lecture6 | Understanding BPNN (Back Propagation Neural Network)Theory and implement the Alogrithms using Python |