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Ultimate Guide to Python for Beginners in 2023

سرفصل های دوره

Begin your journey towards understanding Data Science and Machine Learning with Python!


1. Introduction
  • 1. Introduction

  • 2. Module 1 - Environment Setup
  • 1. Installing VS Code and Git
  • 2. Installing Miniconda
  • 3. Installing Jupyter Notebook and Jupyter Lab

  • 3. Module 2 - Python Basics
  • 1. Introduction to Variables
  • 2. Variable Declaration, Introduction to Types, Naming Conventions
  • 3. Data Types - Strings
  • 4. Data Types - Integers
  • 5. Data Types - Floats
  • 6. Data Types - Booleans
  • 7. Arithmetic Operators
  • 8. Comparison Operators
  • 9. Logical Operators
  • 10. Basic Output
  • 11. Formatting Output
  • 12. Taking User Input
  • 13. Mini Projects

  • 4. Module 3 - Control Structures
  • 1. Introduction to Conditional Statements
  • 2. if, elif, and else Statements
  • 3. Combining Conditional Statements
  • 4. Introduction to Loops
  • 5. For Loop
  • 6. While Loop
  • 7. Infinite Loops
  • 8. Break Statement
  • 9. Continue Statement
  • 10. Pass Statement
  • 11. Introduction to Nested Structures
  • 12. Combining For and While Loops
  • 13. Combining Loops and Conditionals
  • 14. Pitfalls and Best Practices

  • 5. Module 4 - Data Structures
  • 1. Introduction to Lists
  • 2. Common List Operations
  • 3. Lists as Stacks and Queues
  • 4. Introduction to Tuples
  • 5. Tuple Operations
  • 6. When and Why to use Tuples
  • 7. Tuple Methods
  • 8. Introduction to Sets
  • 9. Set Operations
  • 10. Set Methods
  • 11. Practical Use Cases of Sets
  • 12. Introduction to Dictionaries
  • 13. Accessing Dictionary Elements
  • 14. Dictionary Methods
  • 15. Practical Use Cases for Dictionaries

  • 6. Module 5 - Functions and Modules
  • 1. Introduction to Functions
  • 2. Basic Syntax of Functions
  • 3. Arguments and Parameters
  • 4. Return Values
  • 5. Understanding Scope
  • 6. Local and Global Variables
  • 7. Best Practices for Scope
  • 8. Introduction to Lambda Functions
  • 9. Syntax and Usage of Lambda Functions
  • 10. Common use Cases for Lambda
  • 11. What are Modules
  • 12. Importing Modules
  • 13. Common Libraries in Python
  • 14. Installing External Libraries

  • 7. Module 6 - File and Exception Handling
  • 1. Introduction to File Handling
  • 2. Reading Files
  • 3. Creating New Files
  • 4. Introduction to Writing Files
  • 5. Introduction to Exceptions
  • 6. Basic Exception Handling
  • 7. Multiple Exception Blocks
  • 8. Custom Exceptions
  • 9. Exceptions as Objects

  • 8. Module 7 - Introduction to Object-Oriented Programming
  • 1. Introduction to Object-Oriented Programming
  • 2. Real-World Analogies
  • 3. Using Objects
  • 4. Introduction to Instance and Class Variables and Methods
  • 5. Class Variables and Methods
  • 6. Instance Variables and Methods
  • 7. Instance and Class Variables and Methods (extended)
  • 8. Advanced init use Cases
  • 9. Base and Derived Classes
  • 10. Introduction to Inheritance
  • 11. Private Attributes and Methods
  • 12. Getters and Setters
  • 13. Method Overloading
  • 14. Polymorphism

  • 9. Capstone Projects
  • 1. Calculator - Overview and Design
  • 2. Calculator - Build
  • 3. Contact Book - Overview and Design
  • 4. Contact Book - Build
  • 5. Banking System - Overview and Design
  • 6. Banking System - Build
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