Python Fundamentals:
- Data Science
- Python Functions
- Python Types and Sequences
- Python more on Strings
- Python : Reading and Writing on CSV Files
- Python Dates and Times
- Advanced Python Objects and Maps
- Advanced Python Lambda and List Comprehensions
- Advanced Python Numerical Python Library (Numpy)
- Quiz: Assessment
Data Processing in Python:
- Series Data Structure
- Querying a Series
- The DataFrame Data Structure
- DataFrame Indexing and Loading
- Querying a DataFrame
- Indexing a DataFrame
- Missing Values
- Programming Assessment
Advanced Python Pandas:
- Merging DataFrames
- Pandas Idioms
- Group by
- Scales
- Pivot Tables
- Data Functionality
- Goodhart’s Law
- Programming Assessment
Statistical Analysis in Python:
- Introduction
- Distribution
- More Distributions
- Hypothesis Testing in Python
- Case Study Hypothesis Testing using NHANES Dataset
- Programming Assessment
- Confidence Interval
- Case Study Confidence Interval using NHANES Dataset
Data Visualizations:
Using Python for analysis Univariate Data:
- Important Python Libraries
- Tables, Histogram, Boxplot in Python
- Case Study Tables, Histogram, Boxplot using NHANES dataset
Using Python for analysis multivariate Data:
- Multivariate Data Selection
- Multivariate Distribution
- Case Study Multivariate analysis using NHANES dataset