Primer 3: Python
The Python Primer covers the basics of coding in Python
In particular, the Python Primer covers the following topics:- Basics of Python programming
- Control flow for decision making, loops for repetitive tasks and functions for simplifying calculations
- Numerical and linear algebraic computations, statistical data analysis, and data visualization
- Machine learning methods
Syllabus
The course covers in depth the Python topics in the Lab.The Basics of Python Programming
• Getting Started with Python
• Data types and Operators
• Data Structures
Logic, Loops and Functions
• Conditional Statements
• Loops
• Functions
• Modules and Libraries
Scientific Computing
• NumPy Basics
• Array Manipulation
• Numerical Operations on Arrays
Data Analysis
• Pandas Basics
• Working with CSV Files
Data Visualization
• Plotting with Matplotlib
• Plotting with Seaborn
• Advanced Plots
Machine Learning
• Estimators
• Preprocessing
• Train-test split
• Models
• Metrics
• Cross-validation