Syllabus
Programming
- Expressions
- Names
- Data types
- Arrays
- 2D arrays
- Pandas
DataFrame
s - Conditionals
for
loops- Functions
- Applying functions to data frames.
- Optimization
Data
- Reading data into data frames
- Scatter plots
- Bar charts
- Histograms
Statistics
- Simulation
- Hypothesis testing
- The sampling distribution
- The p value
- Mean
- Standard deviation
- Permutation testing
- The bootstrap
- Regression
- Correlation
- (Multiple regression)
- Machine learning