If you aspire to work in top product companies, here’s my advice:

👉 For SDE-1 or SWE positions, focus on:

✔️ Continuously upskilling and improving your abilities.
✔️ Developing strong problem-solving skills.
✔️Mastering DSA – trust me, you’ll be tested on it, so aim to excel.

Also, learn how to design scalable systems and understand how to build solutions that can handle growth in users and data.

👉 For higher-level roles (SDE-2 and SDE-3), focus on:

✔️ DSA + System Design (both LLD and HLD).
✔️ Building your leadership skills, as you’ll need to lead teams and projects.

🔸I know it’s challenging to do this while working full-time, but you’ll need to carve out time to consistently upskill yourself.

Remember, your learning plan should be sensible and well-organized.

Best Programming Resources: https://topmate.io/coding/886839

ENJOY LEARNING 👍👍

𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗶𝘀 𝗼𝗻𝗲 𝗼𝗳 𝘁𝗵𝗲 𝗺𝗼𝘀𝘁 𝗶𝗻-𝗱𝗲𝗺𝗮𝗻𝗱 𝘀𝗸𝗶𝗹𝗹𝘀 𝘁𝗼𝗱𝗮𝘆😍

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Let me explain all the major programming languages in detail so you can better understand which one would be the best fit for you starting with Python

Python Programming Roadmap

Python is beginner-friendly, used in web dev, data science, AI, automation, and is often the first choice for programming newbies.

Step 1: Learn the Basics
Time: 1–2 weeks

Variables (name = "John")

Data Types (int, float, string, list, etc.)

Input and Output (input(), print())

Operators (+, -, *, /, %, //)

Indentation and Syntax rules


*Practice Ideas:*

Build a simple calculator

Create a name greeter

Make a temperature converter


Resources :

- w3schools

- freeCodeCamp

Step 2: Control Flow and Loops
Time: 1 week

- If-else conditions

- For loops and while loops

- Loop control: break, continue, pass


Practice Ideas:

- FizzBuzz

- Number guessing game

- Print star patterns


Step 3: Data Structures in Python
Time: 1–2 weeks

- Lists, Tuples, Sets, Dictionaries

- List Methods: append(), remove(), sort()

- Dictionary Methods: get(), keys(), values()


Practice Ideas:

- Create a contact book

- Word frequency counter

- Store student scores in a dictionary


Step 4: Functions
Time: 1 week

- Define functions using def

- Return statements

- Arguments and Parameters (*args, **kwargs)

- Variable Scope


*Practice Ideas:*

- ATM simulator

- Password generator

- Function-based calculator


Step 5: File Handling and Exceptions
Time: 1 week

- Open, read, write files

- Use of with open(...) as f:

- Try-Except blocks


Practice Ideas:

- Log user data to a file

- Read and analyze text files

- Save login data


Step 6: Object-Oriented Programming (OOP)
Time: 1–2 weeks

- Classes and Objects

- The init() constructor

- Inheritance

- Encapsulation


*Practice Ideas* :

- Build a class for a Bank Account

- Design a Library Management System

- Build a Rental System


Step 7: Choose any Specialization Track

a. Data Science & ML
Learn: NumPy, Pandas, Matplotlib, Seaborn, Scikit-learn
Projects: Analyze sales data, build prediction models

b. Web Development
Learn: Flask or Django, HTML, CSS, SQLite/PostgreSQL
Projects: Portfolio site, blog app, task manager

c. Automation/Scripting
Learn: Selenium, PyAutoGUI, os module, shutil
Projects: Auto-login bot, bulk file renamer, web scraper

d. AI & Deep Learning
Learn: TensorFlow, PyTorch, OpenCV
Projects: Image classification, face detection, chatbots

Final Step: Build Projects & Share on GitHub

- Upload code to GitHub

- Start with 2–3 real-world projects

- Create a personal portfolio site


*Use Replit or Jupyter Notebooks for practice*

*Practice daily – consistency matters more than speed*

Here you can find free Python Resources: https://t.me/pythonproz

Credits: https://whatsapp.com/channel/0029VahiFZQ4o7qN54LTzB17

React with ♥️ if you like my explanation

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Get the Govt. of India Incentives on course completion

Check out the list of top 10 Python projects on GitHub given below.

1. Magenta: Explore the artist inside you with this python project. A Google Brain’s brainchild, it leverages deep learning and reinforcement learning algorithms to create drawings, music, and other similar artistic products.

2. Photon: Designing web crawlers can be fun with the Photon project. It is a fast crawler designed for open-source intelligence tools. Photon project helps you perform data crawling functions, which include extracting data from URLs, e-mails, social media accounts, XML and pdf files, and Amazon buckets.

3. Mail Pile: Want to learn some encrypting tricks? This project on GitHub can help you learn to send and receive PGP encrypted electronic mails. Powered by Bayesian classifiers, it is capable of automatic tagging and handling huge volumes of email data, all organized in a clean web interface.

4. XS Strike: XS Strike helps you design a vulnerability to check your network’s security. It is a security suite developed to detect vulnerability attacks. XSS attacks inject malicious scripts into web pages. XSS’s features include four handwritten parsers, a payload generator, a fuzzing engine, and a fast crawler.

5. Google Images Download: It is a script that looks for keywords and phrases to optionally download the image files. All you need to do is, replicate the source code of this project to get a sense of how it works in practice.

6. Pandas Project: Pandas library is a collection of data structures that can be used for flexible data analysis and data manipulation. Compared to other libraries, its flexibility, intuitiveness, and automated data manipulation processes make it a better choice for data manipulation.

7. Xonsh: Used for designing interactive applications without the need for command-line interpreters like Unix. It is a Python-powered Shell language that commands promptly. An easily scriptable application that comes with a standard library, and various types of variables and has its own virtual environment management system.

8. Manim: The Mathematical Animation Engine, Manim, can create video explainers. Using Python 3.7, it produces animated videos, with added illustrations and display graphs. Its source code is freely available on GitHub and for tutorials and installation guides, you can refer to their 3Blue1Brown YouTube channel.

9. AI Basketball Analysis: It is an artificial intelligence application that analyses basketball shots using an object detection concept. All you need to do is upload the files or submit them as a post requests to the API. Then the OpenPose library carries out the calculations to generate the results.

10. Rebound: A great project to put Python to use in building Stackoverflow content, this tool is built on the Urwid console user interface, and solves compiler errors. Using this tool, you can learn how the Beautiful Soup package scrapes StackOverflow and how subprocesses work to find compiler errors.

🤖 AI tools you should be using in 2026 for productivity.. save this list for later 💯

𝗔𝗜 & 𝗠𝗟 𝗔𝗿𝗲 𝗔𝗺𝗼𝗻𝗴 𝘁𝗵𝗲 𝗧𝗼𝗽 𝗦𝗸𝗶𝗹𝗹𝘀 𝗶𝗻 𝗗𝗲𝗺𝗮𝗻𝗱!😍

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💻 Top Coding Languages for Beginners & Their Uses 🌟🚀

🔹 Python — Easy syntax, great for AI, web, and data 
🔹 JavaScript — Web interactivity and frontend magic 
🔹 Java — Enterprise apps and Android development 
🔹 HTML/CSS — Website structure & styling basics 
🔹 Scratch — Visual coding for kids & newbies 
🔹 SQL — Managing and querying databases 
🔹 C# — Game dev with Unity and Windows apps 
🔹 Ruby — Simple web app building with Rails 
🔹 Swift — Making apps for Apple devices 
🔹 PHP — Server-side scripting for websites

💬 Tap ❤️ if you found this useful!

𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 & 𝗙𝘂𝗹𝗹𝘀𝘁𝗮𝗰𝗸 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 𝗔𝗿𝗲 𝗛𝗶𝗴𝗵𝗹𝘆 𝗗𝗲𝗺𝗮𝗻𝗱𝗶𝗻𝗴 𝗜𝗻 𝟮𝟬𝟮𝟲😍

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Hurry Up, Limited seats available!

Give me 5 minutes, I will tell you

7 ways to get your next job in 3 months.

The situation is tough and talking to your colleague or mentor won’t change a thing. Doing the below 6 things might get you your next opportunity faster

✅ Save this post for future reference

𝟭. 𝗨𝗽𝗱𝗮𝘁𝗲 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 ‘𝗢𝗽𝗲𝗻 𝗧𝗼 𝗪𝗼𝗿𝗸’ 𝗦𝗲𝘁𝘁𝗶𝗻𝗴

- Use a generic title (Data Engineer) as well as a role-specific title (Azure Data Engineer).
- Select all location types and tech hubs in India.
- Update your current location to Bangalore, Hyderabad, or Noida, as most companies hire from these locations.

𝟮. 𝗦𝗸𝗶𝗹𝗹 𝗘𝗻𝗵𝗮𝗻𝗰𝗲𝗺𝗲𝗻𝘁 𝗮𝗻𝗱 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻

- Enhance in-demand skills through courses, certifications and projects to make your profile stand out to employers.

- Free Resources
• SQL - https://whatsapp.com/channel/0029VanC5rODzgT6TiTGoa1v
• Python - https://whatsapp.com/channel/0029VaiM08SDuMRaGKd9Wv0L
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• Excel - https://whatsapp.com/channel/0029VaifY548qIzv0u1AHz3i
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• Artificial Intelligence - https://whatsapp.com/channel/0029VaoePz73bbV94yTh6V2E
• Projects - https://whatsapp.com/channel/0029Va4QUHa6rsQjhITHK82y

𝟯. 𝗝𝗼𝗶𝗻 𝗚𝗿𝗼𝘂𝗽𝘀

- Jobs & Internship Opportunities: https://t.me/getjobss
- Data Analyst Jobs: https://t.me/jobs_SQL
- Web Development Jobs: https://t.me/webdeveloperjob
- Data Science Jobs: https://t.me/datasciencej
- Software Engineering Jobs: https://t.me/internshiptojobs
- Google Jobs: https://t.me/FAANGJob

𝟰. 𝗧𝗿𝗶𝗰𝗸𝘀 𝘁𝗼 𝗴𝗲𝘁 𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄 𝗖𝗮𝗹𝗹𝘀

- Visit the career portals of companies and apply to 10-15 recent openings.
- Cold email to companies/ HRs
- Apply for remote Jobs posted on telegram - https://t.me/jobs_us_uk

𝟱. 𝗔𝘀𝗸 𝗳𝗼𝗿 𝗥𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀:

- When asking for a referral, ensure the person passes on your resume explicitly to the hiring manager.
- While asking for referral make sure to send Job id along with resume.

𝟲. 𝘄𝗲𝗯𝘀𝗶𝘁𝗲𝘀 𝘁𝗼 𝗺𝗮𝗸𝗲 𝘆𝗼𝘂𝗿 𝗿𝗲𝘀𝘂𝗺𝗲 𝗯𝗲𝘁𝘁𝗲𝗿:

1. career.io
2. resume.io

𝗝𝗼𝗶𝗻 𝗺𝘆 𝗣𝗲𝗿𝘀𝗼𝗻𝗮𝗹 𝗖𝗵𝗮𝗻𝗻𝗲𝗹𝘀 -
- https://t.me/jobinterviewsprep
- https://t.me/InterviewBooks

If you've read so far, do LIKE and REPOST the post👍

🎓 𝗖𝗶𝘀𝗰𝗼 𝗙𝗥𝗘𝗘 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 – 𝗟𝗶𝗺𝗶𝘁𝗲𝗱 𝗧𝗶𝗺𝗲! 😍

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✅10 Most Useful SQL Interview Queries (with Examples) 💼

1️⃣ Find the second highest salary:

SELECT MAX(salary)  
FROM employees  
WHERE salary < (SELECT MAX(salary) FROM employees);

2️⃣ Count employees in each department:

SELECT department, COUNT(*)  
FROM employees  
GROUP BY department;

3️⃣ Fetch duplicate emails:

SELECT email, COUNT(*)  
FROM users  
GROUP BY email  
HAVING COUNT(*) > 1;

4️⃣ Join orders with customer names:

SELECT c.name, o.order_date  
FROM customers c  
JOIN orders o ON c.id = o.customer_id;

5️⃣ Get top 3 highest salaries:

SELECT DISTINCT salary  
FROM employees  
ORDER BY salary DESC  
LIMIT 3;

6️⃣ Retrieve latest 5 logins:

SELECT * FROM logins  
ORDER BY login_time DESC  
LIMIT 5;

7️⃣ Employees with no manager:

SELECT name  
FROM employees  
WHERE manager_id IS NULL;

8️⃣ Search names starting with ‘S’:

SELECT * FROM employees  
WHERE name LIKE 'S%';

9️⃣ Total sales per month:

SELECT MONTH(order_date) AS month, SUM(amount)  
FROM sales  
GROUP BY MONTH(order_date);

🔟 Delete inactive users:

DELETE FROM users  
WHERE last_active < '2023-01-01';

✅ Tip: Master subqueries, joins, groupings & filters – they show up in nearly every interview!

💬 Tap ❤️ for more!

✅ Cybersecurity Basics You Should Know 🛡️💻

Cybersecurity is the practice of protecting systems, networks, and data from digital attacks. As the world goes digital, this is one of the most critical and high-paying fields in tech.

1️⃣ What is Cybersecurity?
The body of technologies, processes, and practices designed to protect networks, devices, programs, and data from attack, damage, or unauthorized access.

2️⃣ The CIA Triad (Core Pillars):
- Confidentiality – Ensuring only authorized users access data.
- Integrity – Ensuring data is accurate and has not been tampered with.
- Availability – Ensuring systems and data are accessible when needed.

3️⃣ Key Domains of Security:
- Network Security – Protecting traffic and infrastructure.
- Application Security – Ensuring software is free from vulnerabilities.
- Cloud Security – Protecting data on platforms like AWS, Azure, and GCP.
- Endpoint Security – Securing devices like laptops and mobile phones.
- Identity & Access Management (IAM) – Managing user permissions.

4️⃣ Common Cyber Threats:
- Phishing – Fake emails used to steal credentials.
- Ransomware – Malware that locks data until a ransom is paid.
- Malware – Viruses, worms, and trojans.
- DDoS Attack – Overloading a server to crash it.
- Man-in-the-Middle (MITM) – Intercepting private communications.

5️⃣ Essential Security Tools:
- Wireshark – Packet analysis and network troubleshooting.
- Nmap – Network scanning and discovery.
- Metasploit – Pentesting and exploitation framework.
- Splunk / Microsoft Sentinel – SIEM tools for monitoring logs.
- Burp Suite – Web application security testing.

6️⃣ Defensive Strategies (Blue Teaming):
- Firewalls & VPNs – Blocking unauthorized traffic.
- Multi-Factor Authentication (MFA) – Adding an extra layer of login security.
- Patch Management – Keeping software updated to fix bugs.
- Zero Trust – "Never trust, always verify" approach.

7️⃣ Popular Certifications:
- CompTIA Security+ – Best for beginners.
- CEH (Certified Ethical Hacker) – Focusing on offensive tactics.
- CISSP – Gold standard for management and pros.
- OSCP – Hands-on certification for penetration testers.

8️⃣ Career Roles in Security:
- SOC Analyst – Monitoring and responding to threats.
- Penetration Tester – Ethical hacker hired to find holes.
- Security Architect – Designing secure network systems.
- Incident Responder – The "firefighter" who reacts to data breaches.

9️⃣ Benefits of a Career in Security:
- High job security (demand is everywhere).
- Lucrative salaries.
- Constant learning and problem-solving.
- Ability to work remotely in many roles.

🔟 How to Start?
1. Learn Networking basics (TCP/IP).
2. Understand Linux/Unix command line.
3. Learn a scripting language like Python.
4. Practice on platforms like TryHackMe or HackTheBox.

💬 Tap ❤️ if you found this helpful!

Your biggest enemy 𝐅𝐄𝐀𝐑 𝐨𝐟 𝐑𝐞𝐣𝐞𝐜𝐭𝐢𝐨𝐧

People hesitate to apply for many opportunities just because of fear of rejection.

However, not applying means you are automatically rejecting yourself. They usually think I will start applying after 6-8 months with full preparation.

Do you really think it will work ??? Interview calls usually take months 😅

My suggestion would be to start applying after 10 days to 1 month of preparation . Try to give as many interviews as you can. In this way, you will learn 👇🏻

🌴 Frequently asked questions
🌴 Interview pattern
🌴 How to tweak your answers?

Give a try ,even in the worst scenario, you will get some interview experience. That experience will eventually help you in the future

All the best 👍👍

🚀 Coding Projects & Ideas 💻

Inspire your next portfolio project — from beginner to pro!

🏗️ Beginner-Friendly Projects

1️⃣ To-Do List App – Create tasks, mark as done, store in browser.
2️⃣ Weather App – Fetch live weather data using a public API.
3️⃣ Unit Converter – Convert currencies, length, or weight.
4️⃣ Personal Portfolio Website – Showcase skills, projects & resume.
5️⃣ Calculator App – Build a clean UI for basic math operations.

⚙️ Intermediate Projects

6️⃣ Chatbot with AI – Use NLP libraries to answer user queries.
7️⃣ Stock Market Tracker – Real-time graphs & stock performance.
8️⃣ Expense Tracker – Manage budgets & visualize spending.
9️⃣ Image Classifier (ML) – Classify objects using pre-trained models.
🔟 E-Commerce Website – Product catalog, cart, payment gateway.

🚀 Advanced Projects

1️⃣1️⃣ Blockchain Voting System – Decentralized & tamper-proof elections.
1️⃣2️⃣ Social Media Analytics Dashboard – Analyze engagement, reach & sentiment.
1️⃣3️⃣ AI Code Assistant – Suggest code improvements or detect bugs.
1️⃣4️⃣ IoT Smart Home App – Control devices using sensors and Raspberry Pi.
1️⃣5️⃣ AR/VR Simulation – Build immersive learning or game experiences.

💡 Tip: Build in public. Share your process on GitHub, LinkedIn & Twitter.

🔥 React ❤️ for more project ideas!

🔐 Cybersecurity Tools & Their Use Cases 🛡️💻

🔹 Wireshark ➜ Network protocol analyzer for monitoring traffic

🔹 Metasploit ➜ Penetration testing framework to find system vulnerabilities

🔹 Nmap ➜ Network scanning tool for discovering hosts and services

🔹 Burp Suite ➜ Web application security testing and vulnerability scanning

🔹 Kali Linux ➜ Security-focused Linux distribution for penetration testing

🔹 Snort ➜ Intrusion detection and prevention system (IDS/IPS)

🔹 Hashcat ➜ Advanced password cracking and recovery tool

🔹 OpenVAS ➜ Vulnerability scanning and security assessment

🔹 John the Ripper ➜ Password security auditing and recovery

🔹 Splunk ➜ Security monitoring and log analysis for threat detection

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