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What are the learning stages of Python?

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1. Python Programming Basics · 2. Control Flow & Loops · 3. Exploratory Data Analysis · 4. Statistics · 5. Machine Learning.
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The learning stages of Python can be divided into three main levels: Beginner, Intermediate, and Advanced. Here's a structured roadmap: Stage 1: Beginner Level (4-6 weeks) Goal: Learn the basics of Python and write simple programs. Topics: Introduction to Python What is Python? Why use Python? Installing...
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The learning stages of Python can be divided into three main levels: Beginner, Intermediate, and Advanced. Here's a structured roadmap:


Stage 1: Beginner Level (4-6 weeks)

Goal: Learn the basics of Python and write simple programs.

Topics:

  1. Introduction to Python

    • What is Python? Why use Python?
    • Installing Python (Windows, macOS, Linux)
    • Running Python scripts (IDLE, Terminal, VS Code, Jupyter Notebook)
  2. Basic Syntax and Operations

    • Variables and Data Types (int, float, str, bool)
    • Basic I/O (print(), input())
    • Operators (+, -, *, /, %, **, //)
  3. Control Flow

    • Conditional Statements (if, elif, else)
    • Loops (for, while)
    • Loop control (break, continue, pass)
  4. Functions and Modules

    • Defining Functions (def my_function())
    • Arguments and Return Values
    • Importing and Using Modules (import math, random)
  5. Basic Data Structures

    • Lists ([]) – Methods (append(), pop(), sort())
    • Tuples (()) – Immutable collections
    • Sets ({}) – Unordered unique elements
    • Dictionaries ({key: value}) – Key-value pairs
  6. Basic File Handling

    • Reading and Writing Files (open(), read(), write(), close())
    • File modes ('r', 'w', 'a')
  7. Basic Error Handling

    • Introduction to Exceptions (try-except)
    • Common Errors (IndexError, TypeError, KeyError)

Projects to Practice:

✅ Simple Calculator
✅ To-Do List
✅ Rock-Paper-Scissors Game
✅ Basic Data Analysis with pandas


Stage 2: Intermediate Level (2-3 months)

Goal: Work on real-world applications and understand object-oriented programming.

Topics:

  1. Advanced Data Structures

    • List Comprehensions
    • Dictionary Comprehensions
    • Working with collections (Counter, DefaultDict, OrderedDict)
  2. Object-Oriented Programming (OOP)

    • Classes and Objects
    • Constructors (__init__)
    • Instance and Class Methods
    • Inheritance and Polymorphism
  3. Working with External Libraries

    • requests (API Calls)
    • json (Parsing JSON)
    • pandas (Data Analysis)
    • matplotlib (Data Visualization)
  4. Exception Handling (Advanced)

    • Raising Custom Exceptions (raise)
    • try-except-else-finally
  5. Regular Expressions (re module)

    • Pattern Matching
    • Searching and Replacing Strings
  6. Multithreading and Multiprocessing

    • Running Multiple Tasks Simultaneously
    • Performance Optimization

Projects to Practice:

✅ Web Scraper using BeautifulSoup
✅ Weather App using API (requests)
✅ Data Analysis using pandas
✅ Chatbot using NLTK


Stage 3: Advanced Level (3-6 months)

Goal: Build complex applications and work with frameworks.

Topics:

  1. Advanced OOP Concepts

    • Abstract Classes and Interfaces
    • Method Overriding
    • Property Decorators
  2. Database Handling

    • SQL with Python (sqlite3, MySQL)
    • NoSQL (MongoDB with pymongo)
  3. Web Development with Python

    • Flask vs. Django (Basics)
    • Creating REST APIs with Flask/Django
  4. Data Science and Machine Learning

    • numpy and pandas
    • matplotlib and seaborn
    • Introduction to scikit-learn
  5. Automation and Scripting

    • Automating Tasks with os and shutil
    • Using selenium for Web Automation
  6. Testing and Debugging

    • Unit Testing (unittest, pytest)
    • Debugging with pdb
  7. Deployment and Cloud Integration

    • Deploying Python Apps on AWS/GCP
    • Docker and Kubernetes Basics

Projects to Practice:

✅ REST API for a To-Do App
✅ AI-Powered Chatbot
✅ Machine Learning Model for Predictions
✅ Full-Stack Web Application with Django


Next Steps

  • Specialization: Choose an area (Web Development, Data Science, AI, Cybersecurity).
  • Contribute to Open Source: Work on GitHub projects.
  • Advanced Topics: Learn CI/CD, cloud computing, containerization.
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