- 1.1 Fundamentals of Datastructure
- 1.2 Loops and Conditions
- 1.3 Function and Class
- 2.1 Array
- 2.2 Arange, Meshgrid
- 2.3 Algebra
- 2.3 Statistics
- 3.1 Pandas DataFrame
- 3.2 DataFrame Indexing
- 3.3 Data Exploration
- 3.4 Group By and Lambda Transformation
- 4.1 Numerical Methods
- 4.2 Optimization
- 4.3 Special Functions
- 4.4 Signal Processing
- 4.5 Simulation
- 5.1 Data Cleaning
- 5.2 Data Preprocessing
- 5.3 Model Selection
- 5.4 Parameter Tuning
- 5.5 Prediction