๐ ๐๐ฒ๐ญ๐ก๐จ๐ง ๐๐๐ฅ๐ญ ๐ข๐ฆ๐ฉ๐จ๐ฌ๐ฌ๐ข๐๐ฅ๐ ๐๐ญ ๐๐ข๐ซ๐ฌ๐ญ, ๐๐ฎ๐ญ ๐ญ๐ก๐๐ฌ๐ ๐ ๐ฌ๐ญ๐๐ฉ๐ฌ ๐๐ก๐๐ง๐ ๐๐ ๐๐ฏ๐๐ซ๐ฒ๐ญ๐ก๐ข๐ง๐ !
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1๏ธโฃ ๐๐๐ฌ๐ญ๐๐ซ๐๐ ๐ญ๐ก๐ ๐๐๐ฌ๐ข๐๐ฌ: Started with foundational Python concepts like variables, loops, functions, and conditional statements.
2๏ธโฃ ๐๐ซ๐๐๐ญ๐ข๐๐๐ ๐๐๐ฌ๐ฒ ๐๐ซ๐จ๐๐ฅ๐๐ฆ๐ฌ: Focused on beginner-friendly problems on platforms like LeetCode and HackerRank to build confidence.
3๏ธโฃ ๐ ๐จ๐ฅ๐ฅ๐จ๐ฐ๐๐ ๐๐ฒ๐ญ๐ก๐จ๐ง-๐๐ฉ๐๐๐ข๐๐ข๐ ๐๐๐ญ๐ญ๐๐ซ๐ง๐ฌ: Studied essential problem-solving techniques for Python, like list comprehensions, dictionary manipulations, and lambda functions.
4๏ธโฃ ๐๐๐๐ซ๐ง๐๐ ๐๐๐ฒ ๐๐ข๐๐ซ๐๐ซ๐ข๐๐ฌ: Explored popular libraries like Pandas, NumPy, and Matplotlib for data manipulation, analysis, and visualization.
5๏ธโฃ ๐ ๐จ๐๐ฎ๐ฌ๐๐ ๐จ๐ง ๐๐ซ๐จ๐ฃ๐๐๐ญ๐ฌ: Built small projects like a to-do app, calculator, or data visualization dashboard to apply concepts.
6๏ธโฃ ๐๐๐ญ๐๐ก๐๐ ๐๐ฎ๐ญ๐จ๐ซ๐ข๐๐ฅ๐ฌ: Followed creators like CodeWithHarry and Shradha Khapra for in-depth Python tutorials.
7๏ธโฃ ๐๐๐๐ฎ๐ ๐ ๐๐ ๐๐๐ ๐ฎ๐ฅ๐๐ซ๐ฅ๐ฒ: Made it a habit to debug and analyze code to understand errors and optimize solutions.
8๏ธโฃ ๐๐จ๐ข๐ง๐๐ ๐๐จ๐๐ค ๐๐จ๐๐ข๐ง๐ ๐๐ก๐๐ฅ๐ฅ๐๐ง๐ ๐๐ฌ: Participated in coding challenges to simulate real-world problem-solving scenarios.
9๏ธโฃ ๐๐ญ๐๐ฒ๐๐ ๐๐จ๐ง๐ฌ๐ข๐ฌ๐ญ๐๐ง๐ญ: 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 ๐๐
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
Hope you'll like it
Like this post if you need more resources like this ๐โค๏ธ
#Python
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1๏ธโฃ ๐๐๐ฌ๐ญ๐๐ซ๐๐ ๐ญ๐ก๐ ๐๐๐ฌ๐ข๐๐ฌ: Started with foundational Python concepts like variables, loops, functions, and conditional statements.
2๏ธโฃ ๐๐ซ๐๐๐ญ๐ข๐๐๐ ๐๐๐ฌ๐ฒ ๐๐ซ๐จ๐๐ฅ๐๐ฆ๐ฌ: Focused on beginner-friendly problems on platforms like LeetCode and HackerRank to build confidence.
3๏ธโฃ ๐ ๐จ๐ฅ๐ฅ๐จ๐ฐ๐๐ ๐๐ฒ๐ญ๐ก๐จ๐ง-๐๐ฉ๐๐๐ข๐๐ข๐ ๐๐๐ญ๐ญ๐๐ซ๐ง๐ฌ: Studied essential problem-solving techniques for Python, like list comprehensions, dictionary manipulations, and lambda functions.
4๏ธโฃ ๐๐๐๐ซ๐ง๐๐ ๐๐๐ฒ ๐๐ข๐๐ซ๐๐ซ๐ข๐๐ฌ: Explored popular libraries like Pandas, NumPy, and Matplotlib for data manipulation, analysis, and visualization.
5๏ธโฃ ๐ ๐จ๐๐ฎ๐ฌ๐๐ ๐จ๐ง ๐๐ซ๐จ๐ฃ๐๐๐ญ๐ฌ: Built small projects like a to-do app, calculator, or data visualization dashboard to apply concepts.
6๏ธโฃ ๐๐๐ญ๐๐ก๐๐ ๐๐ฎ๐ญ๐จ๐ซ๐ข๐๐ฅ๐ฌ: Followed creators like CodeWithHarry and Shradha Khapra for in-depth Python tutorials.
7๏ธโฃ ๐๐๐๐ฎ๐ ๐ ๐๐ ๐๐๐ ๐ฎ๐ฅ๐๐ซ๐ฅ๐ฒ: Made it a habit to debug and analyze code to understand errors and optimize solutions.
8๏ธโฃ ๐๐จ๐ข๐ง๐๐ ๐๐จ๐๐ค ๐๐จ๐๐ข๐ง๐ ๐๐ก๐๐ฅ๐ฅ๐๐ง๐ ๐๐ฌ: Participated in coding challenges to simulate real-world problem-solving scenarios.
9๏ธโฃ ๐๐ญ๐๐ฒ๐๐ ๐๐จ๐ง๐ฌ๐ข๐ฌ๐ญ๐๐ง๐ญ: 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 ๐๐
https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
Hope you'll like it
Like this post if you need more resources like this ๐โค๏ธ
#Python
๐3
7 GitHub repos to master AI engineering in 2026 ๐
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:
https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools
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
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:
https://github.com/x1xhlol/system-prompts-and-models-of-ai-tools
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
๐ฅ2
15 Best Project Ideas for Python : ๐
๐ Beginner Level:
1. Simple Calculator
2. To-Do List
3. Number Guessing Game
4. Dice Rolling Simulator
5. Word Counter
๐ Intermediate Level:
6. Weather App
7. URL Shortener
8. Movie Recommender System
9. Chatbot
10. Image Caption Generator
๐ 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
๐ Beginner Level:
1. Simple Calculator
2. To-Do List
3. Number Guessing Game
4. Dice Rolling Simulator
5. Word Counter
๐ Intermediate Level:
6. Weather App
7. URL Shortener
8. Movie Recommender System
9. Chatbot
10. Image Caption Generator
๐ 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
๐4๐ฅ1
๐ ๐๐ฎ๐๐ฎ ๐๐ป๐ฎ๐น๐๐๐ถ๐ฐ๐ ๐๐ฅ๐๐ ๐๐ฒ๐ฟ๐๐ถ๐ณ๐ถ๐ฐ๐ฎ๐๐ถ๐ผ๐ป ๐๐ผ๐๐ฟ๐๐ฒ๐ ๐
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๐ Start learning today. Build your analytics foundation. Earn free certifications. Move one step closer to your Data Analyst career.
โ 100% FREE learning opportunities
โ Great for students, freshers, and beginners
โ Help you build a stronger resume with recognized names like Cisco, Google, and Microsoft
โ Useful for analytics internships, off-campus drives, and fresher hiring
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๐ Start learning today. Build your analytics foundation. Earn free certifications. Move one step closer to your Data Analyst career.
Here are some tricky๐งฉ 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 Resources๐
https://t.me/mysqldata
Like this post if you need more ๐โค๏ธ
Hope it helps :)
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 Resources๐
https://t.me/mysqldata
Like this post if you need more ๐โค๏ธ
Hope it helps :)
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Shuru se saari cheeze seekho bilkul basic se!!
PW skills leke aaya h certified Ethical Hacking ka course!!
Isme milega :
โ Hands on Practice
โ LIVE Hacking Labs
โ Certificate after Completion
Sirf Rs 4999 mai
Abhi enroll karo HACK30 Coupon code use karke 30% OFF milega!
Enroll NOW : https://pwskills.com/web-development/certified-ethical-hacking-course-035473/?source=pwskills.com&position=course_dropdown&from=home_page&utm_source=pwskills&utm_medium=telegram&utm_campaign=ethical_hacking
โ
Complete Roadmap to Learn Python Programming ๐๐ป
Week 1: Python Basics
โข Install Python and VS Code
โข Learn variables, data types, input, output
โข Practice arithmetic and string operations
โข Write 10 small programs
Example: Calculator, temperature converter
Week 2: Control Flow
โข Learn if, else, elif
โข Learn for and while loops
โข Use break and continue
โข Solve 20 logic problems
Example: Number guessing game
Week 3: Data Structures
โข Lists, tuples, sets, dictionaries
โข Indexing, slicing, methods
โข Loop through collections
โข Solve real problems
Example: Student marks analysis
Week 4: Functions and Modules
โข Define functions
โข Use parameters and return values
โข Learn lambda functions
โข Import built-in modules
Example: Reusable math utility
Week 5: Strings and File Handling
โข String methods and formatting
โข Read and write files
โข Handle CSV and text files
โข Build small file-based programs
Example: Log file analyzer
Week 6: Error Handling and Debugging
โข Learn try, except, finally
โข Understand common errors
โข Use print and debugger
โข Fix broken programs
Example: Robust input validator
Week 7: Object-Oriented Programming
โข Classes and objects
โข Constructors and methods
โข Inheritance and encapsulation
โข Build simple class-based apps
Example: Bank account system
Week 8: Standard Libraries
โข datetime, math, random
โข os and sys basics
โข Work with JSON
โข Write utility scripts
Example: Automated folder organizer
Week 9: Working with External Packages
โข Learn pip and virtual environments
โข Use requests library
โข Basic API calls
โข Handle API responses
Example: Weather app using API
Week 10: Data Handling Basics
โข Intro to NumPy
โข Intro to Pandas
โข Read CSV and Excel files
โข Basic data cleaning
Example: Sales data summary
Week 11: Mini Projects
โข Build 2 small projects
โข Focus on logic and structure
โข Write clean, readable code
Examples:
โข To-do list app
โข Expense tracker
Week 12: Final Project and Revision
โข Build one end-to-end project
โข Revise core concepts
โข Practice interview-style questions
Example projects:
โข Simple automation tool
โข Data analysis mini project
Daily Rule for You:
โข Code at least 60 minutes
โข Solve 5 problems daily
โข Rewrite old code weekly
Double Tap โฅ๏ธ For Detailed Explanation
Week 1: Python Basics
โข Install Python and VS Code
โข Learn variables, data types, input, output
โข Practice arithmetic and string operations
โข Write 10 small programs
Example: Calculator, temperature converter
Week 2: Control Flow
โข Learn if, else, elif
โข Learn for and while loops
โข Use break and continue
โข Solve 20 logic problems
Example: Number guessing game
Week 3: Data Structures
โข Lists, tuples, sets, dictionaries
โข Indexing, slicing, methods
โข Loop through collections
โข Solve real problems
Example: Student marks analysis
Week 4: Functions and Modules
โข Define functions
โข Use parameters and return values
โข Learn lambda functions
โข Import built-in modules
Example: Reusable math utility
Week 5: Strings and File Handling
โข String methods and formatting
โข Read and write files
โข Handle CSV and text files
โข Build small file-based programs
Example: Log file analyzer
Week 6: Error Handling and Debugging
โข Learn try, except, finally
โข Understand common errors
โข Use print and debugger
โข Fix broken programs
Example: Robust input validator
Week 7: Object-Oriented Programming
โข Classes and objects
โข Constructors and methods
โข Inheritance and encapsulation
โข Build simple class-based apps
Example: Bank account system
Week 8: Standard Libraries
โข datetime, math, random
โข os and sys basics
โข Work with JSON
โข Write utility scripts
Example: Automated folder organizer
Week 9: Working with External Packages
โข Learn pip and virtual environments
โข Use requests library
โข Basic API calls
โข Handle API responses
Example: Weather app using API
Week 10: Data Handling Basics
โข Intro to NumPy
โข Intro to Pandas
โข Read CSV and Excel files
โข Basic data cleaning
Example: Sales data summary
Week 11: Mini Projects
โข Build 2 small projects
โข Focus on logic and structure
โข Write clean, readable code
Examples:
โข To-do list app
โข Expense tracker
Week 12: Final Project and Revision
โข Build one end-to-end project
โข Revise core concepts
โข Practice interview-style questions
Example projects:
โข Simple automation tool
โข Data analysis mini project
Daily Rule for You:
โข Code at least 60 minutes
โข Solve 5 problems daily
โข Rewrite old code weekly
Double Tap โฅ๏ธ For Detailed Explanation
๐ฅ4
If youโre a student, graduate, or someone looking for a career switch, read this.
Most people spend months watching random YouTube videos and still donโt become job-ready.
Instead, learn in a structured offline classroom.
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๐ 6-Month Program
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Most people spend months watching random YouTube videos and still donโt become job-ready.
Instead, learn in a structured offline classroom.
๐ Data Analytics with GenAI
๐ Python + SQL + Power BI
๐ 6-Month Program
๐ 1:1 Mentorship
๐ Job Assistance
๐Now available in your city.
Seats are limited.
๐ Register Here: https://lp.pwskills.com/data-analytics-course-offline-batch0?utm_source=telegram&utm_medium=influencer&utm_campaign=daoffline