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Coding & AI Resources

Coding & AI Resources

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📚Get daily updates for : ✅ Free resources ✅ All Free notes ✅ Internship,Jobs and a lot more....😍 📍Join & Share this channel with your friends and college mates ❤️ Managed by: @love_data Buy ads: https://telega.io/c/leadcoding

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📈 Analytical overview of Telegram channel Coding & AI Resources

Channel Coding & AI Resources (@leadcoding) in the English language segment is an active participant. Currently, the community unites 35 275 subscribers, ranking 5 396 in the Education category and 11 030 in the India region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 35 275 subscribers.

According to the latest data from 28 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by -129 over the last 30 days and by 1 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 2.06%. Within the first 24 hours after publication, content typically collects 0.75% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 728 views. Within the first day, a publication typically gains 266 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 3.
  • Thematic interests: Content is focused on key topics such as learning, link:-, element, programming, analytic.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
“📚Get daily updates for : ✅ Free resources ✅ All Free notes ✅ Internship,Jobs and a lot more....😍 📍Join & Share this channel with your friends and college mates ❤️ Managed by: @love_data Buy ads: https://telega.io/c/leadcoding”

Thanks to the high frequency of updates (latest data received on 29 October, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Education category.

35 275
Subscribers
+124 hours
-427 days
-12930 days
Posts Archive
𝟰 𝗙𝗥𝗘𝗘 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 & 𝗦𝘁𝗮𝗻𝗳𝗼𝗿𝗱 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗵𝗮𝘁 𝗪𝗶𝗹𝗹 𝗔𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗨𝗽𝗴𝗿𝗮𝗱𝗲 𝗬𝗼𝘂𝗿 �
𝟰 𝗙𝗥𝗘𝗘 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 & 𝗦𝘁𝗮𝗻𝗳𝗼𝗿𝗱 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗧𝗵𝗮𝘁 𝗪𝗶𝗹𝗹 𝗔𝗰𝘁𝘂𝗮𝗹𝗹𝘆 𝗨𝗽𝗴𝗿𝗮𝗱𝗲 𝗬𝗼𝘂𝗿 𝗥𝗲𝘀𝘂𝗺𝗲😍 I failed my first data interview — and here’s why:⬇️ ❌ No structured learning ❌ No real projects ❌ Just random YouTube tutorials and half-read blogs If this sounds like you, don’t repeat my mistake✨️ Recruiters want proof of skills, not just buzzwords📊 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/4ka1ZOl All The Best 🎊

Roadmap to become a Data Scientist: 📂 Learn Python & R ∟📂 Learn Statistics & Probability ∟📂 Learn SQL & Data Handling ∟📂 Learn Data Cleaning & Preprocessing ∟📂 Learn Data Visualization (Matplotlib, Seaborn, Power BI/Tableau) ∟📂 Learn Machine Learning (Supervised, Unsupervised) ∟📂 Learn Deep Learning (Neural Nets, CNNs, RNNs) ∟📂 Learn Model Deployment (Flask, Streamlit, FastAPI) ∟📂 Build Real-world Projects & Case Studies ∟✅ Apply for Jobs & Internships React ❤️ for more

𝟱 𝗙𝗥𝗘𝗘 𝗣𝘆𝘁𝗵𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗳𝗼𝗿 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀 𝗯𝘆 𝗛𝗮𝗿𝘃𝗮𝗿𝗱, 𝗜𝗕𝗠, 𝗨𝗱𝗮𝗰𝗶𝘁𝘆 & 𝗠𝗼𝗿𝗲😍 Lo
𝟱 𝗙𝗥𝗘𝗘 𝗣𝘆𝘁𝗵𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝗳𝗼𝗿 𝗕𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀 𝗯𝘆 𝗛𝗮𝗿𝘃𝗮𝗿𝗱, 𝗜𝗕𝗠, 𝗨𝗱𝗮𝗰𝗶𝘁𝘆 & 𝗠𝗼𝗿𝗲😍 Looking to learn Python from scratch—without spending a rupee? 💻 Offered by trusted platforms like Harvard University, IBM, Udacity, freeCodeCamp, and OpenClassrooms, each course is self-paced, easy to follow, and includes a certificate of completion🔥👨‍🎓 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/3HNeyBQ Kickstart your career✅️

𝟱 𝗙𝗥𝗘𝗘 𝗛𝗮𝗿𝘃𝗮𝗿𝗱 𝗗𝗮𝘁𝗮 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 & 𝗗𝗮𝘁𝗮 𝗦
𝟱 𝗙𝗥𝗘𝗘 𝗛𝗮𝗿𝘃𝗮𝗿𝗱 𝗗𝗮𝘁𝗮 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 & 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗝𝗼𝘂𝗿𝗻𝗲𝘆😍 Want to break into Data Analytics or Data Science—but don’t know where to begin?🚀 Harvard University offers 5 completely free online courses that will build your foundation in Python, statistics, machine learning, and data visualization — no prior experience or degree required!👨‍🎓💫 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/3T3ZhPu These Harvard-certified courses will boost your resume, LinkedIn profile, and skills✅️

5 Easy Projects to Build as a Beginner (No AI degree needed. Just curiosity & coffee.) ❯ 1. Calculator App  • Learn logic building  • Try it in Python, JavaScript or C++  • Bonus: Add GUI using Tkinter or HTML/CSS ❯ 2. Quiz App (with Score Tracker)  • Build a fun MCQ quiz  • Use basic conditions, loops, and arrays  • Add a timer for extra challenge! ❯ 3. Rock, Paper, Scissors Game  • Classic game using random choice  • Great to practice conditions and user input  • Optional: Add a scoreboard ❯ 4. Currency Converter  • Convert from USD to INR, EUR, etc.  • Use basic math or try fetching live rates via API  • Build a mini web app for it! ❯ 5. To-Do List App  • Create, read, update, delete tasks  • Perfect for learning arrays and functions  • Bonus: Add local storage (in JS) or file saving (in Python) React with ❤️ for the source code Python Projects: https://whatsapp.com/channel/0029Vau5fZECsU9HJFLacm2a Coding Projects: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502 ENJOY LEARNING 👍👍

𝟱 𝗙𝗿𝗲𝗲 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 + 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 𝗖𝗮𝗿𝗲𝗲𝗿 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗕𝗼𝗼𝘀�
𝟱 𝗙𝗿𝗲𝗲 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 + 𝗟𝗶𝗻𝗸𝗲𝗱𝗜𝗻 𝗖𝗮𝗿𝗲𝗲𝗿 𝗘𝘀𝘀𝗲𝗻𝘁𝗶𝗮𝗹 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗕𝗼𝗼𝘀𝘁 𝗬𝗼𝘂𝗿 𝗥𝗲𝘀𝘂𝗺𝗲😍 Ready to upgrade your career without spending a dime?✨️ From Generative AI to Project Management, get trained by global tech leaders and earn certificates that carry real value on your resume and LinkedIn profile!📲📌 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/469RCGK Designed to equip you with in-demand skills and industry-recognised certifications📜✅️

𝗧𝗼𝗽 𝟱 𝗙𝗿𝗲𝗲 𝗞𝗮𝗴𝗴𝗹𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘄𝗶𝘁𝗵 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗝𝘂𝗺𝗽𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁�
𝗧𝗼𝗽 𝟱 𝗙𝗿𝗲𝗲 𝗞𝗮𝗴𝗴𝗹𝗲 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘄𝗶𝘁𝗵 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗝𝘂𝗺𝗽𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮 𝗦𝗰𝗶𝗲𝗻𝗰𝗲 𝗖𝗮𝗿𝗲𝗲𝗿😍 Want to break into Data Science but not sure where to start?🚀 These free Kaggle micro-courses are the perfect launchpad — beginner-friendly, self-paced, and yes, they come with certifications!👨‍🎓🎊 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/4l164FN No subscription. No hidden fees. Just pure learning from a trusted platform✅️

MERN Stack Developer Roadmap 2025: Steps: 1: 🌐 Master Web Basic 2: 🖥️ HTML/CSS 3: ✨ Deep Dive JavaScript 4: 🗂️ Version Control 5: 🐍 Node.js 6: 🗃️ Express.js 7: 📦 NPM 8: 📚 MongoDB 9: 🌟 React.js 10: 🔐 JWT 11: 🚀 App Deployment 12: 🐳 Docker Basics 13: ☁️ Explore Cloud Services 14: 🔄 CI/CD with GitHub Actions 15: 🧪 Testing with Jest 16: 📜 API Documentation 17: 📢 Build Portfolio 18: 💼 Resume Create 19: 🛑 Interview Preparation Step 20: 🔍 Hunt Job START Your MERN Journey Free Mernstack Resources For Web Developers: https://whatsapp.com/channel/0029Vaxox5i5fM5givkwsH0A ENJOY LEARNING 👍👍

𝟱 𝗙𝗿𝗲𝗲 𝗚𝗼𝗼𝗴𝗹𝗲 𝗔𝗜 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 �
𝟱 𝗙𝗿𝗲𝗲 𝗚𝗼𝗼𝗴𝗹𝗲 𝗔𝗜 𝗖𝗼𝘂𝗿𝘀𝗲𝘀 𝘁𝗼 𝗞𝗶𝗰𝗸𝘀𝘁𝗮𝗿𝘁 𝗬𝗼𝘂𝗿 𝗔𝗿𝘁𝗶𝗳𝗶𝗰𝗶𝗮𝗹 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 𝗖𝗮𝗿𝗲𝗲𝗿😍 🎓 You don’t need to break the bank to break into AI!🪩 If you’ve been searching for beginner-friendly, certified AI learning—Google Cloud has you covered🤝👨‍💻 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/3SZQRIU 📍All taught by industry-leading instructors✅️

5 frequently Asked SQL Interview Questions with Answers in Data Engineering interviews: 𝐃𝐢𝐟𝐟𝐢𝐜𝐮𝐥𝐭𝐲 - 𝐌𝐞𝐝𝐢𝐮𝐦 ⚫️Determine the Top 5 Products with the Highest Revenue in Each Category. Schema: Products (ProductID, Name, CategoryID), Sales (SaleID, ProductID, Amount) WITH ProductRevenue AS ( SELECT p.ProductID, p.Name, p.CategoryID, SUM(s.Amount) AS TotalRevenue, RANK() OVER (PARTITION BY p.CategoryID ORDER BY SUM(s.Amount) DESC) AS RevenueRank FROM Products p JOIN Sales s ON p.ProductID = s.ProductID GROUP BY p.ProductID, p.Name, p.CategoryID ) SELECT ProductID, Name, CategoryID, TotalRevenue FROM ProductRevenue WHERE RevenueRank <= 5; ⚫️ Identify Employees with Increasing Sales for Four Consecutive Quarters. Schema: Sales (EmployeeID, SaleDate, Amount) WITH QuarterlySales AS ( SELECT EmployeeID, DATE_TRUNC('quarter', SaleDate) AS Quarter, SUM(Amount) AS QuarterlyAmount FROM Sales GROUP BY EmployeeID, DATE_TRUNC('quarter', SaleDate) ), SalesTrend AS ( SELECT EmployeeID, Quarter, QuarterlyAmount, LAG(QuarterlyAmount, 1) OVER (PARTITION BY EmployeeID ORDER BY Quarter) AS PrevQuarter1, LAG(QuarterlyAmount, 2) OVER (PARTITION BY EmployeeID ORDER BY Quarter) AS PrevQuarter2, LAG(QuarterlyAmount, 3) OVER (PARTITION BY EmployeeID ORDER BY Quarter) AS PrevQuarter3 FROM QuarterlySales ) SELECT EmployeeID, Quarter, QuarterlyAmount FROM SalesTrend WHERE QuarterlyAmount > PrevQuarter1 AND PrevQuarter1 > PrevQuarter2 AND PrevQuarter2 > PrevQuarter3; ⚫️ List Customers Who Made Purchases in Each of the Last Three Years. Schema: Orders (OrderID, CustomerID, OrderDate) WITH YearlyOrders AS ( SELECT CustomerID, EXTRACT(YEAR FROM OrderDate) AS OrderYear FROM Orders GROUP BY CustomerID, EXTRACT(YEAR FROM OrderDate) ), RecentYears AS ( SELECT DISTINCT OrderYear FROM Orders WHERE OrderDate >= CURRENT_DATE - INTERVAL '3 years' ), CustomerYearlyOrders AS ( SELECT CustomerID, COUNT(DISTINCT OrderYear) AS YearCount FROM YearlyOrders WHERE OrderYear IN (SELECT OrderYear FROM RecentYears) GROUP BY CustomerID ) SELECT CustomerID FROM CustomerYearlyOrders WHERE YearCount = 3; ⚫️ Find the Third Lowest Price for Each Product Category. Schema: Products (ProductID, Name, CategoryID, Price) WITH RankedPrices AS ( SELECT CategoryID, Price, DENSE_RANK() OVER (PARTITION BY CategoryID ORDER BY Price ASC) AS PriceRank FROM Products ) SELECT CategoryID, Price FROM RankedPrices WHERE PriceRank = 3; ⚫️ Identify Products with Total Sales Exceeding a Specified Threshold Over the Last 30 Days. Schema: Sales (SaleID, ProductID, SaleDate, Amount) WITH RecentSales AS ( SELECT ProductID, SUM(Amount) AS TotalSales FROM Sales WHERE SaleDate >= CURRENT_DATE - INTERVAL '30 days' GROUP BY ProductID ) SELECT ProductID, TotalSales FROM RecentSales WHERE TotalSales > 200; Here you can find essential Interview Resources👇 https://whatsapp.com/channel/0029VaGgzAk72WTmQFERKh02 Like this post if you need more 👍❤️ Hope it helps :)

🎮💰 भाइयों! आप गेम खेलते हो, लेकिन क्या आप जानते हो उससे पैसे भी कमाए जा सकते हैं? सिर्फ प्लेयर मत बनो, विनर बनो! हर गेम का अपना "जैकपॉट पैटर्न" होता है — ट्रिक समझो और रोज़ ₹50000 कमाओ! 🔥 आज मैं एक ट्रिक शेयर कर रहा हूँ जो मैंने खुद आज़माई है और काम करती है! ✅ प्लेटफ़ॉर्म: https://tr.ee/OzYJlt 🎰 गेम: Money Coming मैं इसे कई दिन से खेल रहा हूँ — अब मैं रोज़ लाखों कमा रहा हूँ! 💡 स्टेप्स: 1️⃣ ₹100 रिचार्ज करो — तुरंत 20 बोनस मिलेगा 👉 यानी ₹120 से शुरू! 2️⃣ 10 की ₹10 लगातार बेट लगाओ 👉 10वीं बार के बाद जैकपॉट चांस बहुत बढ़ता है! 3️⃣ जीतते ही गेम से बाहर निकलो और फिर से एंटर करो — सिस्टम तुम्हें नए प्लेयर मानेगा और फिर से जीतने का चांस बढ़ेगा! ✅ मैंने ये ट्रिक कई बार टेस्ट की है — रिज़ल्ट जबरदस्त है! 💰 पहली बार मुनाफा होते ही धीरे-धीरे बेट बढ़ाओ — प्रॉफिट 🎁 रोज़ ₹88888 का फ्री लकी ड्रा है — मैं खुद जीत चुका हूँ! 👥 दोस्तों को इनवाइट करो और 100 बोनस पाओ! 📌 लालच मत करो, पहले इन्वेस्ट की गई अमाउंट निकालो फिर बढ़ाओ! 📢अभी Telegram चैनल जॉइन करें और रोज़ाना 99% जीतने वाले सिग्नल पाएं: https://t.me/gujsrk9

15 Best Project Ideas for Backend Development : 🛠️🌐 🚀 Beginner Level : 1. 📦 RESTful API for a To-Do App 2. 📝 Contact Form Backend 3. 🗂️ File Upload Service 4. 📬 Email Subscription Service 5. 🧾 Notes App Backend 🌟 Intermediate Level : 6. 🛒 E-commerce Backend with Cart & Orders 7. 🔐 Authentication System (JWT/OAuth) 8. 🧑‍🤝‍🧑 User Management API 9. 🧾 Invoice Generator API 10. 🧠 Blog CMS Backend 🌌 Advanced Level : 11. 🧠 AI Chatbot Backend Integration 12. 📈 Real-Time Stock Tracker using WebSockets 13. 🎧 Music Streaming Server 14. 💬 Real-Time Chat Server 15. ⚙️ Microservices Architecture for Large Apps Here you can find more Coding Project Ideas: https://whatsapp.com/channel/0029VazkxJ62UPB7OQhBE502 Web Development Jobs: https://whatsapp.com/channel/0029Vb1raTiDjiOias5ARu2p JavaScript Resources: https://whatsapp.com/channel/0029VavR9OxLtOjJTXrZNi32 ENJOY LEARNING 👍👍

𝗙𝗥𝗘𝗘 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲😍 Dreaming of a career in Dat
𝗙𝗥𝗘𝗘 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗗𝗮𝘁𝗮 𝗔𝗻𝗮𝗹𝘆𝘁𝗶𝗰𝘀 𝗖𝗲𝗿𝘁𝗶𝗳𝗶𝗰𝗮𝘁𝗶𝗼𝗻 𝗖𝗼𝘂𝗿𝘀𝗲😍 Dreaming of a career in Data Analytics but don’t know where to begin?  The Career Essentials in Data Analysis program by Microsoft and LinkedIn is a 100% FREE learning path designed to equip you with real-world skills and industry-recognized certification. 𝐋𝐢𝐧𝐤👇:- https://pdlink.in/4kPowBj Enroll For FREE & Get Certified ✅️

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DBMS Notes -2.pdf8.23 KB

1. What is the difference between SQL and MySQL? SQL is a standard language for retrieving and manipulating structured databases. On the contrary, MySQL is a relational database management system, like SQL Server, Oracle or IBM DB2, that is used to manage SQL databases. 2. What is a Cross-Join? Cross join can be defined as a cartesian product of the two tables included in the join. The table after join contains the same number of rows as in the cross-product of the number of rows in the two tables. If a WHERE clause is used in cross join then the query will work like an INNER JOIN. 3. What is a Stored Procedure? A stored procedure is a subroutine available to applications that access a relational database management system (RDBMS). Such procedures are stored in the database data dictionary. The sole disadvantage of stored procedure is that it can be executed nowhere except in the database and occupies more memory in the database server. 4. What is Pattern Matching in SQL? SQL pattern matching provides for pattern search in data if you have no clue as to what that word should be. This kind of SQL query uses wildcards to match a string pattern, rather than writing the exact word. The LIKE operator is used in conjunction with SQL Wildcards to fetch the required information.

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