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Machine Learning

Machine Learning

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Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

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📈 Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 114 subscribers, ranking 3 384 in the Technologies & Applications category and 231 in the Syria region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 40 114 subscribers.

According to the latest data from 24 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 401 over the last 30 days and by 38 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 1.96%. Within the first 24 hours after publication, content typically collects 1.16% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 788 views. Within the first day, a publication typically gains 465 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 2.
  • Thematic interests: Content is focused on key topics such as distance, insidead, gpu, learning, degree.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Thanks to the high frequency of updates (latest data received on 25 June, 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 Technologies & Applications category.

40 114
Subscribers
+3824 hours
+637 days
+40130 days
Posts Archive
📌 The Machine Learning “Advent Calendar” Day 23: CNN in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-23 | ⏱️ Read ti
📌 The Machine Learning “Advent Calendar” Day 23: CNN in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-23 | ⏱️ Read time: 8 min read A step-by-step 1D CNN for text, built in Excel, where every filter, weight, and decision… #DataScience #AI #Python

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

📌 ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI 🗂 Category: SPONSORED CONTENT 🕒 Date: 20
📌 ChatLLM Presents a Streamlined Solution to Addressing the Real Bottleneck in AI 🗂 Category: SPONSORED CONTENT 🕒 Date: 2025-12-22 | ⏱️ Read time: 8 min read For the last couple of years, a lot of the conversation around AI has revolved… #DataScience #AI #Python

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

📌 The Machine Learning “Advent Calendar” Day 20: Gradient Boosted Linear Regression in Excel 🗂 Category: MACHINE LEARNING �
📌 The Machine Learning “Advent Calendar” Day 20: Gradient Boosted Linear Regression in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-22 | ⏱️ Read time: 10 min read From Random Ensembles to Optimization: Gradient Boosting Explained #DataScience #AI #Python

📌 The Machine Learning “Advent Calendar” Day 21: Gradient Boosted Decision Tree Regressor in Excel 🗂 Category: MACHINE LEAR
📌 The Machine Learning “Advent Calendar” Day 21: Gradient Boosted Decision Tree Regressor in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-22 | ⏱️ Read time: 10 min read Gradient descent in function space with decision trees #DataScience #AI #Python

📌 Synergy in Clicks: Harsanyi Dividends for E-Commerce 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-23 | ⏱️ Read time: 19 min
📌 Synergy in Clicks: Harsanyi Dividends for E-Commerce 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-23 | ⏱️ Read time: 19 min read A brief overview of the math behind the Harsanyi Dividend and a real-world application in… #DataScience #AI #Python

📌 The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-22 | ⏱️
📌 The Machine Learning “Advent Calendar” Day 22: Embeddings in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-22 | ⏱️ Read time: 8 min read Understanding text embeddings through simple models and Excel #DataScience #AI #Python

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

📌 Understanding Vibe Proving 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-12-22 | ⏱️ Read time: 18 min read How to make
📌 Understanding Vibe Proving 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-12-22 | ⏱️ Read time: 18 min read How to make LLMs reason with verifiable, step-by-step logic (Part 1) #DataScience #AI #Python

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds

📌 The Geometry of Laziness: What Angles Reveal About AI Hallucinations 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-12-2
📌 The Geometry of Laziness: What Angles Reveal About AI Hallucinations 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-12-22 | ⏱️ Read time: 12 min read A story about failing forward, spheres you can’t visualize, and why sometimes the math knows… #DataScience #AI #Python

🚀 Master Data Science & Programming! Unlock your potential with this curated list of Telegram channels. Whether you need boo
🚀 Master Data Science & Programming! Unlock your potential with this curated list of Telegram channels. Whether you need books, datasets, interview prep, or project ideas, we have the perfect resource for you. Join the community today! 🔰 Machine Learning with Python Learn Machine Learning with hands-on Python tutorials, real-world code examples, and clear explanations for researchers and developers. https://t.me/CodeProgrammer 🔖 Machine Learning Machine learning insights, practical tutorials, and clear explanations for beginners and aspiring data scientists. Follow the channel for models, algorithms, coding guides, and real-world ML applications. https://t.me/DataScienceM 🧠 Code With Python This channel delivers clear, practical content for developers, covering Python, Django, Data Structures, Algorithms, and DSA – perfect for learning, coding, and mastering key programming skills. https://t.me/DataScience4 🎯 PyData Careers | Quiz Python Data Science jobs, interview tips, and career insights for aspiring professionals. https://t.me/DataScienceQ 💾 Kaggle Data Hub Your go-to hub for Kaggle datasets – explore, analyze, and leverage data for Machine Learning and Data Science projects. https://t.me/datasets1 🧑‍🎓 Udemy Coupons | Courses The first channel in Telegram that offers free Udemy coupons https://t.me/DataScienceC 😀 ML Research Hub Advancing research in Machine Learning – practical insights, tools, and techniques for researchers. https://t.me/DataScienceT 💬 Data Science Chat An active community group for discussing data challenges and networking with peers. https://t.me/DataScience9 🐍 Python Arab| بايثون عربي The largest Arabic-speaking group for Python developers to share knowledge and help. https://t.me/PythonArab 🖊 Data Science Jupyter Notebooks Explore the world of Data Science through Jupyter Notebooks—insights, tutorials, and tools to boost your data journey. Code, analyze, and visualize smarter with every post. https://t.me/DataScienceN 📺 Free Online Courses | Videos Free online courses covering data science, machine learning, analytics, programming, and essential skills for learners. https://t.me/DataScienceV 📈 Data Analytics Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making. https://t.me/DataAnalyticsX 🎧 Learn Python Hub Master Python with step-by-step courses – from basics to advanced projects and practical applications. https://t.me/Python53 ⭐️ Research Papers Professional Academic Writing & Simulation Services https://t.me/DataScienceY ━━━━━━━━━━━━━━━━━━ Admin: @HusseinSheikho

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“I missed the last 7309% gain — but not the next one.” Neo CALL’S 💎🛑 just dropped the biggest crypto alpha you’ll see today. Only real players get in early. Don’t wait till it’s too late: Join now and catch the next rocket! 🚀🔥 #ad InsideAds

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon. 💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers. 👉🏽https://www.sellerflash.com/en/ Sponsored By WaybienAds