Calendar
Week 1 Course Introduction and Python Basics
- Jan 7
- IntroIntroduction
Week 2 Objected-Oriented Programming
- Jan 14
- LectureObjected-Oriented Programming
Week 3 Numpy Basics
- Jan 21
- LectureNumpy Basics
Week 4 Pandas I
- Jan 28
- LecturePandas I
Week 5 Pandas II
- Feb 4
- LecturePandas II
Public Holiday: Chinese New Year Holiday[Feb 9-28, Mar 1]
Week 6 Data Loading and File System
- Mar 4
- LectureData Loading and File System
Week 7 Data Wrangling
- Mar 11
- LectureData Wrangling
Week 8 Object-Oriented Programming II
- Mar 18
- Lecture Midterm Exam (no slides this week)
Week 9 Matplotlib for Visualization
- Mar 25
- LectureMatplotlib for Visualization
Week 10 Data Aggregation
- Apr 1
- LectureData Aggregation
Week 11 Machine Learning Basics
- Apr 8
- LectureMachine Learning Basics
Week 12 Linear Regression and Classification
- Apr 15
Week 13 Data Analysis with Pandas
- Apr 22
- LectureFinal Exam Review