Python for Machine Learning and Data Science

Introduction to Python

• Overview of Python
• Setting up the development environment

Python Basics

• Variables and Variable naming rules
• Data Type’s in Python
• Type function
• Type casting
• Local and Global scope of variable
• Operators and expressions
• f-string,read values from user
• Control flow: if, else, loops

Functions and Modules

• Function definition and calling
• Creating and using modules

Strings

• String methods
• Multiline string

Data Structures

• Creating and manipulating lists
• Understanding tuples
• Dictionaries and Sets
• Working with dictionaries

File Handling

• Reading and writing files.
• Working with different file formats.

Exception Handling

• Handling errors with try-except blocks
• Raising and handling custom exceptions

Object-Oriented Programming (OOP) in Python

• Classes and objects
• Inheritance and polymorphism
• Encapsulation and abstraction