Python Projects & Free Books
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Python Interview Projects & Free Courses

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๐Ÿ”ฐ Python functions
๐Ÿ”ฅ3
๐Ÿ ๐๐ฒ๐ญ๐ก๐จ๐ง ๐Ÿ๐ž๐ฅ๐ญ ๐ข๐ฆ๐ฉ๐จ๐ฌ๐ฌ๐ข๐›๐ฅ๐ž ๐š๐ญ ๐Ÿ๐ข๐ซ๐ฌ๐ญ, ๐›๐ฎ๐ญ ๐ญ๐ก๐ž๐ฌ๐ž ๐Ÿ— ๐ฌ๐ญ๐ž๐ฉ๐ฌ ๐œ๐ก๐š๐ง๐ ๐ž๐ ๐ž๐ฏ๐ž๐ซ๐ฒ๐ญ๐ก๐ข๐ง๐ !
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1๏ธโƒฃ ๐Œ๐š๐ฌ๐ญ๐ž๐ซ๐ž๐ ๐ญ๐ก๐ž ๐๐š๐ฌ๐ข๐œ๐ฌ: Started with foundational Python concepts like variables, loops, functions, and conditional statements.

2๏ธโƒฃ ๐๐ซ๐š๐œ๐ญ๐ข๐œ๐ž๐ ๐„๐š๐ฌ๐ฒ ๐๐ซ๐จ๐›๐ฅ๐ž๐ฆ๐ฌ: Focused on beginner-friendly problems on platforms like LeetCode and HackerRank to build confidence.

3๏ธโƒฃ ๐…๐จ๐ฅ๐ฅ๐จ๐ฐ๐ž๐ ๐๐ฒ๐ญ๐ก๐จ๐ง-๐’๐ฉ๐ž๐œ๐ข๐Ÿ๐ข๐œ ๐๐š๐ญ๐ญ๐ž๐ซ๐ง๐ฌ: Studied essential problem-solving techniques for Python, like list comprehensions, dictionary manipulations, and lambda functions.

4๏ธโƒฃ ๐‹๐ž๐š๐ซ๐ง๐ž๐ ๐Š๐ž๐ฒ ๐‹๐ข๐›๐ซ๐š๐ซ๐ข๐ž๐ฌ: Explored popular libraries like Pandas, NumPy, and Matplotlib for data manipulation, analysis, and visualization.

5๏ธโƒฃ ๐…๐จ๐œ๐ฎ๐ฌ๐ž๐ ๐จ๐ง ๐๐ซ๐จ๐ฃ๐ž๐œ๐ญ๐ฌ: Built small projects like a to-do app, calculator, or data visualization dashboard to apply concepts.

6๏ธโƒฃ ๐–๐š๐ญ๐œ๐ก๐ž๐ ๐“๐ฎ๐ญ๐จ๐ซ๐ข๐š๐ฅ๐ฌ: Followed creators like CodeWithHarry and Shradha Khapra for in-depth Python tutorials.

7๏ธโƒฃ ๐ƒ๐ž๐›๐ฎ๐ ๐ ๐ž๐ ๐‘๐ž๐ ๐ฎ๐ฅ๐š๐ซ๐ฅ๐ฒ: Made it a habit to debug and analyze code to understand errors and optimize solutions.

8๏ธโƒฃ ๐‰๐จ๐ข๐ง๐ž๐ ๐Œ๐จ๐œ๐ค ๐‚๐จ๐๐ข๐ง๐  ๐‚๐ก๐š๐ฅ๐ฅ๐ž๐ง๐ ๐ž๐ฌ: Participated in coding challenges to simulate real-world problem-solving scenarios.

9๏ธโƒฃ ๐’๐ญ๐š๐ฒ๐ž๐ ๐‚๐จ๐ง๐ฌ๐ข๐ฌ๐ญ๐ž๐ง๐ญ: Practiced daily, worked on diverse problems, and never skipped Python for more than a day.

I have curated the best interview resources to crack Python Interviews ๐Ÿ‘‡๐Ÿ‘‡
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L

Hope you'll like it

Like this post if you need more resources like this ๐Ÿ‘โค๏ธ

#Python
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7 GitHub repos to master AI engineering in 2026 ๐Ÿ‘‡


1/ Awesome Artificial Intelligence:
https://github.com/owainlewis/awesome-artificial-intelligence

2/ Awesome LLM Apps:
https://github.com/Shubhamsaboo/awesome-llm-apps

3/ 100 Days of ML Code:
https://github.com/avik-jain/100-Days-of-ML-Code

4/ System Prompts and AI Tools:
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5/ AI Agents for Beginners:
https://github.com/microsoft/ai-agents-for-beginners

6/ Microsoft Gen AI for Beginners:
https://github.com/microsoft/ai-for-beginners

7/ Learn Agentic AI:
https://github.com/panaversity/learn-agentic-ai
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15 Best Project Ideas for Python : ๐Ÿ

๐Ÿš€ Beginner Level:
1. Simple Calculator
2. To-Do List
3. Number Guessing Game
4. Dice Rolling Simulator
5. Word Counter

๐ŸŒŸ Intermediate Level:
6. Weather App
7. URL Shortener
8. Movie Recommender System
9. Chatbot
10. Image Caption Generator

๐ŸŒŒ Advanced Level:
11. Stock Market Analysis
12. Autonomous Drone Control
13. Music Genre Classification
14. Real-Time Object Detection
15. Natural Language Processing (NLP) Sentiment Analysis
๐Ÿ‘4๐Ÿ”ฅ1
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Here are some tricky๐Ÿงฉ SQL interview questions!

1. Find the second-highest salary in a table without using LIMIT or TOP.

2. Write a SQL query to find all employees who earn more than their managers.

3. Find the duplicate rows in a table without using GROUP BY.

4. Write a SQL query to find the top 10% of earners in a table.

5. Find the cumulative sum of a column in a table.

6. Write a SQL query to find all employees who have never taken a leave.

7. Find the difference between the current row and the next row in a table.

8. Write a SQL query to find all departments with more than one employee.

9. Find the maximum value of a column for each group without using GROUP BY.

10. Write a SQL query to find all employees who have taken more than 3 leaves in a month.

These questions are designed to test your SQL skills, including your ability to write efficient queries, think creatively, and solve complex problems.

Here are the answers to these questions:

1. SELECT MAX(salary) FROM table WHERE salary NOT IN (SELECT MAX(salary) FROM table)

2. SELECT e1.* FROM employees e1 JOIN employees e2 ON e1.manager_id = (link unavailable) WHERE e1.salary > e2.salary

3. SELECT * FROM table WHERE rowid IN (SELECT rowid FROM table GROUP BY column HAVING COUNT(*) > 1)

4. SELECT * FROM table WHERE salary > (SELECT PERCENTILE_CONT(0.9) WITHIN GROUP (ORDER BY salary) FROM table)

5. SELECT column, SUM(column) OVER (ORDER BY rowid) FROM table

6. SELECT * FROM employees WHERE id NOT IN (SELECT employee_id FROM leaves)

7. SELECT *, column - LEAD(column) OVER (ORDER BY rowid) FROM table

8. SELECT department FROM employees GROUP BY department HAVING COUNT(*) > 1

9. SELECT MAX(column) FROM table WHERE column NOT IN (SELECT MAX(column) FROM table GROUP BY group_column)

Here you can find essential SQL Interview Resources๐Ÿ‘‡
https://t.me/mysqldata

Like this post if you need more ๐Ÿ‘โค๏ธ

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๐Ÿ”ฐ Comprehensions in python with example
๐Ÿ”ฅ4
โœ… Complete Roadmap to Learn Python Programming ๐Ÿ๐Ÿ’ป

Week 1: Python Basics
โ€ข Install Python and VS Code
โ€ข Learn variables, data types, input, output
โ€ข Practice arithmetic and string operations
โ€ข Write 10 small programs
Example: Calculator, temperature converter

Week 2: Control Flow
โ€ข Learn if, else, elif
โ€ข Learn for and while loops
โ€ข Use break and continue
โ€ข Solve 20 logic problems
Example: Number guessing game

Week 3: Data Structures
โ€ข Lists, tuples, sets, dictionaries
โ€ข Indexing, slicing, methods
โ€ข Loop through collections
โ€ข Solve real problems
Example: Student marks analysis

Week 4: Functions and Modules
โ€ข Define functions
โ€ข Use parameters and return values
โ€ข Learn lambda functions
โ€ข Import built-in modules
Example: Reusable math utility

Week 5: Strings and File Handling
โ€ข String methods and formatting
โ€ข Read and write files
โ€ข Handle CSV and text files
โ€ข Build small file-based programs
Example: Log file analyzer

Week 6: Error Handling and Debugging
โ€ข Learn try, except, finally
โ€ข Understand common errors
โ€ข Use print and debugger
โ€ข Fix broken programs
Example: Robust input validator

Week 7: Object-Oriented Programming
โ€ข Classes and objects
โ€ข Constructors and methods
โ€ข Inheritance and encapsulation
โ€ข Build simple class-based apps
Example: Bank account system

Week 8: Standard Libraries
โ€ข datetime, math, random
โ€ข os and sys basics
โ€ข Work with JSON
โ€ข Write utility scripts
Example: Automated folder organizer

Week 9: Working with External Packages
โ€ข Learn pip and virtual environments
โ€ข Use requests library
โ€ข Basic API calls
โ€ข Handle API responses
Example: Weather app using API

Week 10: Data Handling Basics
โ€ข Intro to NumPy
โ€ข Intro to Pandas
โ€ข Read CSV and Excel files
โ€ข Basic data cleaning
Example: Sales data summary

Week 11: Mini Projects
โ€ข Build 2 small projects
โ€ข Focus on logic and structure
โ€ข Write clean, readable code
Examples:
โ€ข To-do list app
โ€ข Expense tracker

Week 12: Final Project and Revision
โ€ข Build one end-to-end project
โ€ข Revise core concepts
โ€ข Practice interview-style questions
Example projects:
โ€ข Simple automation tool
โ€ข Data analysis mini project

Daily Rule for You:
โ€ข Code at least 60 minutes
โ€ข Solve 5 problems daily
โ€ข Rewrite old code weekly

Double Tap โ™ฅ๏ธ For Detailed Explanation
๐Ÿ”ฅ4
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๐Ÿ”ฐ Comprehensions in python with example