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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.
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Share with your College Whatsapp Groups & Friends too | 313 |
| 12 | 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👇
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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👍👍 | 182 |
| 13 | ❤️ Here is the list of highly recommended Telegram channels for your free learning ❤️
Get Free courses with Certificates from top companies
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Data Structures and Algorithms:
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Cloud Computing:
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Deep Learning:
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Python:
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Programming Books:
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Artificial Intelligence:
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Android Development:
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App Development:
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Ethical Hacking
https://t.me/ethicalhacking_official
Digital Marketing
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Happy Learning 👍 | 166 |
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| 15 | Your telegram is working properly or not. | 147 |
| 16 | ![You can connect or follow me on Linked[in] https://www.linkedin.com/in/subarno-roy-3b2251374](data:image/jpeg;base64,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){kind=small} You can connect or follow me on Linked[in]
https://www.linkedin.com/in/subarno-roy-3b2251374 | 181 |
| 17 |  🇮🇳 Support an Indian Startup! ❤️
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https://t.me/+QJ4Wz5jBdI05MDU1 | 192 |
| 18 |  EVERYONE JOIN FAST
SO THAT YOU ALL WON'T MISS ANY Coding Contest 🔥
𝗧𝗵𝗼𝘀𝗲 𝘄𝗵𝗼 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗼𝗿 𝘄𝗮𝗻𝘁 𝘁𝗼 𝗽𝗮𝗿𝘁𝗶𝗰𝗶𝗽𝗮𝘁𝗲 𝗶𝗻 𝗰𝗼𝗺𝗽𝗲𝘁𝗶𝘁𝗶𝘃𝗲 𝗽𝗿𝗼𝗴𝗿𝗮𝗺𝗺𝗶𝗻𝗴 𝗰𝗼𝗻𝘁𝗲𝘀𝘁𝘀 𝗷𝗼𝗶𝗻 𝘁𝗵𝗲𝘀𝗲 𝗯𝗲𝗹𝗼𝘄 𝗴𝗿𝗼𝘂𝗽𝘀👇👇.
𝟭. 𝗚𝗲𝗻𝗲𝗿𝗮𝗹 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/cp_discussion_group
https://t.me/allcodingsolution_official
𝟮. 𝗟𝗘𝗘𝗧𝗖𝗢𝗗𝗘 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/leetcode_cp
𝟯. 𝗖𝗢𝗗𝗘𝗙𝗢𝗥𝗖𝗘𝗦 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/codeforces_cp
𝟰. 𝗖𝗢𝗗𝗘𝗖𝗛𝗘𝗙 𝗗𝗶𝘀𝗰𝘂𝘀𝘀𝗶𝗼𝗻 𝗚𝗿𝗼𝘂𝗽:
https://t.me/codechef_group
𝟱. 𝗖𝗢𝗗𝗜𝗡𝗚 𝗡𝗜𝗡𝗝𝗔𝗦 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗿𝗼𝘂𝗽:
https://t.me/coding_ninjas_discuss
𝟲. 𝗔𝗧𝗖𝗢𝗗𝗘𝗥 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/atcoder_discuss
𝟳. 𝗡𝗘𝗪𝗧𝗢𝗡 𝗦𝗖𝗛𝗢𝗢𝗟 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/Newton_School_Discuss
𝟴. 𝗞𝗔𝗚𝗚𝗟𝗘 𝗗𝗜𝗦𝗖𝗨𝗦𝗦𝗜𝗢𝗡 𝗚𝗥𝗢𝗨𝗣:
https://t.me/kaggle_official
9.Smart India Hackathon:
https://t.me/sih_official
10. ICPC Official:
https://t.me/icpc_Official | 169 |
| 19 | 🤖💻 THE PROGRAMMER OF THE AI ERA IS DIFFERENT
AI can write code in seconds.
So why should you still learn programming?
Because writing code is only one part of software development.
The valuable skill is knowing what to build, how it should work, and whether the code is actually correct.
Here's what every aspiring developer should understand 👇
1️⃣ LEARN TO THINK BEFORE YOU CODE
Don't immediately ask AI: "Write the code for me."
First ask yourself:
• What is the problem?
• What are the inputs and outputs?
• What constraints exist?
• What would a simple solution look like?
Then use AI to accelerate the implementation.
👉 Think first. Prompt second.
2️⃣ AI IS A COPILOT, NOT YOUR BRAIN
AI can generate impressive code.
But it can also produce:
❌ Incorrect logic
❌ Security vulnerabilities
❌ Inefficient solutions
❌ Outdated approaches
❌ Code that doesn't fit your application
Your responsibility is to review the output.
Never deploy code you don't understand.
3️⃣ MASTER THE FUNDAMENTALS
AI makes fundamentals more valuable, not less.
You should understand:
💻 Variables & control flow
🧩 Functions
🗂️ Data structures
⚙️ Algorithms
🧠 OOP
🗄️ Databases
🔌 APIs
🐛 Debugging
🧪 Testing
🔐 Security
You don't need to memorize every syntax detail.
You need to understand how software works.
4️⃣ LEARN TO WRITE BETTER PROMPTS
A vague prompt produces vague results.
Instead of:
❌ "Build an API."
Give AI context:
✅ "Build a REST API in Python using FastAPI. It should accept user registration data, validate the input, store users in PostgreSQL, and return appropriate HTTP status codes. Keep authentication separate from business logic."
The more useful context you provide, the more useful the output can become.
5️⃣ DON'T JUST GENERATE — ITERATE
Real AI-assisted development often looks like this:
Requirement ↓ Initial implementation ↓ Run the code ↓ Find problems ↓ Give AI the error/context ↓ Improve the implementation ↓ Test again ↓ Review ↓ Deploy
AI becomes much more useful when you treat it as part of an engineering loop.
6️⃣ DEBUGGING IS A SUPERPOWER
When AI-generated code fails, don't simply ask: "Fix this."
Learn to provide:
• The relevant code
• The exact error
• Expected behavior
• Actual behavior
• Relevant environment details
Then investigate the proposed solution.
👉 The ability to diagnose problems is becoming more valuable as code generation becomes easier.
7️⃣ UNDERSTAND ARCHITECTURE
AI can generate a function.
But real applications are much bigger than functions.
You need to understand how:
Frontend ↓ Backend ↓ API ↓ Database ↓ Authentication ↓ AI services ↓ Caching ↓ Monitoring
fit together.
This is where programming becomes software engineering.
8️⃣ LEARN HOW AI SYSTEMS ACTUALLY WORK
If you're serious about AI + programming, don't stop at prompting.
Understand the basics of:
🧠 Machine Learning
🧠 Neural Networks
🧠 LLMs
🧩 Tokens
🔢 Embeddings
🔎 Vector Search
📚 RAG
🛠️ Tool Calling
🤖 AI Agents
📊 Evaluation
You don't need to become an AI researcher.
But you should understand the systems you're building with.
9️⃣ BUILD AI APPLICATIONS
Don't spend months only watching tutorials.
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LinkedIn profile 👇
https://www.linkedin.com/in/subarno-roy-3b2251374
Join our WhatsApp Channel 👇
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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
All the best 👍👍 | 302 |
| 20 | Challenge Name: Tata Imagination Challenge
Eligibility: All college students (Open to All)
Apply Link:
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● Chance of Pre-Placement Interviews & Internship with Tata
● Cash Prizes worth 2 Lakhs each
● An all-expenses-paid immersion at an iconic Tata location
● Exclusive Invitation to Taj Palace, Taj Hotel & Bombay House (Tata Group HQ)
● Participation Certificates
Do share with your Friends | 164 |
