🇮🇳 Support an Indian Startup! ❤️

Buyhatke — India’s shopping assistant startup, founded by IIT Kharagpur graduates, is helping shoppers make smarter buying decisions.

BUYHATKE APP IS AVAILABLE ON PLAY STORE AND APP STORE

Join The channel and show some support

https://t.me/+QJ4Wz5jBdI05MDU1

You can connect or follow me on Linked[in]

https://www.linkedin.com/in/subarno-roy-3b2251374

🚨 Earn Passive Money Easily 🚨

Since your device is already connected to the internet, you can actually get paid for the data you aren't using.

Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.

🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.

👇 How to set it up in 2 minutes:

1. Click the link and create your free account:
https://bit.ly/3wUxw09

2. Download the app (works on Android, Windows, Mac, or Linux).

3. Log in, let it run in the background, and collect your passive income.

🔗 Claim your free $5 Bonus here:
https://bit.ly/3wUxw09

💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!

𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽  𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲,  𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.

Join WhatsApp Channel👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link👇

https://chat.whatsapp.com/HPJDqRr6G1sKQIqfdJF3pL

LinkedIn profile👇

https://www.linkedin.com/in/subarno-roy-3b2251374

1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ https://t.me/jobsandinternshipsupdates ]

---

2️⃣ Jobs and Internships India
📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]

---

3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.me/realgroupforprogrammer ]

𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.

Share with your College Whatsapp Groups & Friends.

All the best👍👍

🚀 Python Roadmap for Data Analytics 🐍📊🔥

🧠 STEP 1: Learn Python Basics
✔ Variables & Data Types
✔ Loops & Functions
✔ Lists, Tuples & Dictionaries
✔ File Handling
✔ Exception Handling

🛠 Tools to Learn:
✔ Jupyter Notebook
✔ Visual Studio Code

📊 STEP 2: Learn Data Handling
✔ Reading CSV & Excel Files
✔ Data Cleaning
✔ Handling Missing Values
✔ Data Transformation

🛠 Libraries to Learn:
✔ Pandas
✔ NumPy

📈 STEP 3: Learn Data Visualization
✔ Line Charts
✔ Bar Charts
✔ Pie Charts
✔ Heatmaps
✔ Interactive Dashboards

🛠 Visualization Libraries:
✔ Matplotlib
✔ Seaborn
✔ Plotly

🧠 STEP 4: Learn Statistics Basics
✔ Mean, Median & Mode
✔ Probability
✔ Correlation
✔ Hypothesis Testing
✔ A/B Testing

⚡ STEP 5: Learn SQL with Python
✔ Database Connections
✔ SQL Queries
✔ Fetching Data
✔ Data Integration

🛠 Libraries to Learn:
✔ sqlite3
✔ SQLAlchemy
✔ PyMySQL

🤖 STEP 6: Learn Basic Machine Learning
✔ Regression
✔ Classification
✔ Clustering
✔ Model Evaluation

🛠 Frameworks to Learn:
✔ Scikit-learn
✔ XGBoost

📂 STEP 7: Learn Automation & Reporting
✔ Automating Reports
✔ Excel Automation
✔ API Data Collection
✔ Scheduling Tasks

🛠 Libraries to Learn:
✔ openpyxl
✔ requests
✔ schedule

🔥 STEP 8: Build Real Projects
✔ Sales Data Analysis
✔ HR Analytics Dashboard
✔ Customer Churn Analysis
✔ Financial Analytics
✔ Netflix Dataset Analysis


Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09

LinkedIn profile 👇

https://www.linkedin.com/in/subarno-roy-3b2251374

Join our WhatsApp Channel 👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link 👇

https://chat.whatsapp.com/HPJDqRr6G1sKQIqfdJF3pL

1️⃣ Big Data
📎 Channel Link:
[ https://t.me/bigdataofficial ]

---

2️⃣ Machine Learning
📎 Channel Link:
[ https://t.me/machinelearningofficial ]

---

3️⃣ Cloud Computing
📎 Channel Link:
[ https://t.me/cloudcomputing_official ]

---

4️⃣ Python
📎 Channel Link:
[ https://t.me/python_programming_resources ]

Share with your College Whatsapp Groups & Friends too

Hackathon
National Research & Innovation Challenge Season 3

📌APPLY LINK :
https://bit.ly/4jpxU0r

Claim your Free $5 Bonus Here👇
https://bit.ly/3wUxw09

LinkedIn profile 👇

https://www.linkedin.com/in/subarno-roy-3b2251374

Join our WhatsApp Channel 👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link 👇

https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM

1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ https://t.me/jobsandinternshipsupdates ]

---

2️⃣ Jobs and Internships India
📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]

---

3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.me/realgroupforprogrammer ]

Share with your College Whatsapp Groups & Friends too

All the best 👍👍

🚨 Earn Passive Money Easily 🚨

Since your device is already connected to the internet, you can actually get paid for the data you aren't using.

Honeygain is a trusted app that runs quietly in the background of your phone or PC. It just securely shares your unused bandwidth with researchers and pays you for it. Your connection stays 100% encrypted, and it never accesses your personal data, files, or browsing history.

🎁 Official Bonus:
If you use the invite link below, you get an instant $5 starting bonus to help you reach your first cash payout faster.

👇 How to set it up in 2 minutes:

1. Click the link and create your free account:
https://bit.ly/3wUxw09

2. Download the app (works on Android, Windows, Mac, or Linux).

3. Log in, let it run in the background, and collect your passive income.

🔗 Claim your free $5 Bonus here:
https://bit.ly/3wUxw09

💡 Pro-Tip: You can connect both your phone and your laptop to the same account to double your earning speed!

25 Github Repositories Every Python Developer Should Know

1. Python
The official repository of Python's source code. Dive into it to explore Python's internals or contribute to the language's development.

2. Awesome Python
A curated list of awesome Python frameworks, libraries, software, and resources. A perfect starting point for any Python developer.

3. Requests
Simplifies HTTP requests in Python. A must-have library for working with APIs and web scraping.

4. Flask
A lightweight web framework that is simple to use yet highly flexible, ideal for small to medium-sized applications.

5. Django
A high-level web framework that encourages rapid development and clean, pragmatic design for building robust web applications.

6. FastAPI
A modern web framework for building APIs with Python. Known for its speed and automatic OpenAPI documentation.

7. Pandas
Provides powerful tools for data manipulation and analysis, including support for data frames.

8. NumPy
The go-to library for numerical computations. It’s the backbone of Python’s scientific computing stack.

9. Matplotlib
A plotting library for creating static, animated, and interactive visualizations in Python.

10. Seaborn
Builds on Matplotlib and simplifies creating beautiful and informative statistical graphics.

11. Scikit-learn
A machine learning library featuring various classification, regression, and clustering algorithms.

12. TensorFlow
A powerful framework for machine learning and deep learning, supported by Google.

13. PyTorch
Another leading machine learning framework, known for its flexibility and dynamic computation graph.

14. BeautifulSoup
Simplifies web scraping by parsing HTML and XML documents.

15. Scrapy
An advanced web scraping and web crawling framework.

16. Streamlit
Makes it easy to build and share data apps using pure Python. Great for data scientists.

17. Celery
A distributed task queue library for running asynchronous jobs.

18. SQLAlchemy
A powerful ORM (Object-Relational Mapping) tool for managing database operations in Python.

19. Pytest
A robust testing framework for writing simple and scalable test cases.

20. Black
An uncompromising code formatter for Python. Makes your code consistent and clean.

21. Bokeh
For creating interactive visualizations in modern web browsers.

22. Plotly
Another library for creating interactive visualizations but with more customization options.

23. OpenCV
The go-to library for computer vision tasks like image processing and object detection.

24. Pillow
A friendly fork of PIL (Python Imaging Library), used for image processing tasks.

25. Rich
A Python library for beautiful terminal outputs with rich text, progress bars, and more.

Claim your Free $5 Bonus Here:
https://bit.ly/3wUxw09

LinkedIn profile 👇

https://www.linkedin.com/in/subarno-roy-3b2251374

Join our WhatsApp Channel 👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link 👇

https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM

1️⃣ Big Data
📎 Channel Link:
[ https://t.me/bigdataofficial ]

---

2️⃣ Machine Learning
📎 Channel Link:
[ https://t.me/machinelearningofficial ]

---

3️⃣ Cloud Computing
📎 Channel Link:
[ https://t.me/cloudcomputing_official ]

---

4️⃣ Python
📎 Channel Link:
[ https://t.me/python_programming_resources ]

Share with your College Whatsapp Groups & Friends too

All the best 👍👍

𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝗿𝗲𝗳𝗲𝗿𝗿𝗮𝗹𝘀 𝗮𝗻𝗱 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗼𝗽𝗽𝗼𝗿𝘁𝘂𝗻𝗶𝘁𝗶𝗲𝘀 𝗳𝗿𝗼𝗺 𝗧𝗼𝗽 𝗣𝗿𝗼𝗱𝘂𝗰𝘁 𝗕𝗮𝘀𝗲𝗱, 𝗦𝗲𝗿𝘃𝗶𝗰𝗲 𝗕𝗮𝘀𝗲𝗱 𝗮𝗻𝗱 𝗦𝘁𝗮𝗿𝘁 𝘂𝗽  𝗖𝗼𝗺𝗽𝗮𝗻𝗶𝗲𝘀 𝗹𝗶𝗸𝗲 𝗔𝗺𝗮𝘇𝗼𝗻, 𝗚𝗼𝗼𝗴𝗹𝗲,  𝗔𝗽𝗽𝗹𝗲, 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁, 𝗜𝗕𝗠, 𝗧𝗖𝗦, 𝗖𝗼𝗴𝗻𝗶𝘇𝗮𝗻𝘁, 𝗪𝗶𝗽𝗿𝗼, 𝗖𝗧𝗦, 𝗚𝗼𝗹𝗱𝗺𝗮𝗻 𝗦𝗮𝗰𝗵𝘀, 𝗢𝗹𝗮, 𝗨𝗯𝗲𝗿, 𝗭𝗼𝗺𝗮𝘁𝗼, 𝗦𝘄𝗶𝗴𝗴𝘆, 𝘂𝗽𝗚𝗿𝗮𝗱, 𝗖𝘂𝗿𝗲 𝗙𝗶𝘁, 𝗛𝗮𝗰𝗸𝗲𝗿𝗿𝗮𝗻𝗸, 𝗚𝗲𝗲𝗸𝘀𝗳𝗼𝗿𝗴𝗲𝗲𝗸𝘀 𝗮𝗻𝗱 𝗺𝗮𝗻𝘆 𝗺𝗼𝗿𝗲, 𝗰𝗮𝗻 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲 𝗯𝗲𝗹𝗼𝘄 network.

Join WhatsApp Channel👇

https://whatsapp.com/channel/0029VbAi27y0lwghBe9mE42i

WhatsApp Community Link👇

https://chat.whatsapp.com/G8wPqAwwm1qHo1AdM8YPkM

LinkedIn profile👇

https://www.linkedin.com/in/subarno-roy-3b2251374

1️⃣ Jobs and Internships Updates
📎 Channel Link:
[ https://t.me/jobsandinternshipsupdates ]

---

2️⃣ Jobs and Internships India
📎 Channel Link:
[ https://t.me/jobsandinternshipsindia ]

---

3️⃣ GROUP FOR PROGRAMMERS🖥
📎 Channel Link:
[ https://t.me/realgroupforprogrammer ]

𝗟𝗮𝘁𝗲𝘀𝘁 𝗝𝗼𝗯𝘀 𝗮𝗻𝗱 𝗜𝗻𝘁𝗲𝗿𝗻𝘀𝗵𝗶𝗽𝘀 𝗨𝗽𝗱𝗮𝘁𝗲𝘀 𝗳𝗼𝗿 𝟮𝟬𝟭𝟳, 𝟮𝟬𝟭𝟴, 𝟮𝟬𝟭𝟵, 𝟮𝟬𝟮𝟬, 𝟮𝟬𝟮𝟭, 𝟮𝟬𝟮𝟮, 𝟮𝟬𝟮𝟯, 𝟮𝟬𝟮𝟰, 𝟮𝟬𝟮𝟱, 𝟮𝟬𝟮𝟲, 𝟮𝟬𝟮𝟳, 𝟮𝟬𝟮𝟴 𝗮𝗻𝗱 𝟮𝟬𝟮𝟵 𝗕𝗮𝘁𝗰𝗵.

Share with your College Whatsapp Groups & Friends.

All the best👍👍