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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
📌 Think Your Python Code Is Slow? Stop Guessing and Start Measuring 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-26 | ⏱️ Read t
📌 Think Your Python Code Is Slow? Stop Guessing and Start Measuring 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-26 | ⏱️ Read time: 13 min read A hands-on tour of using cProfile + SnakeViz to find (and fix) the “hot” paths… #DataScience #AI #Python

Repost from AI & ML Papers
ML Engineers: NVIDIA has released a guide for beginners on fine-tuning LLMs using Unsloth. The guide covers: - training metho
ML Engineers: NVIDIA has released a guide for beginners on fine-tuning LLMs using Unsloth. The guide covers: - training methods: LoRA, FFT, RL - when and why to do fine-tuning, real use cases - how much data and VRAM are required - how to train locally on DGX Spark, RTX graphics cards, and more Guide: https://blogs.nvidia.com/blog/rtx-ai-garage-fine-tuning-unsloth-dgx-spark/ 👉 https://t.me/DataScienceT

📌 Why MAP and MRR Fail for Search Ranking (and What to Use Instead) 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read
📌 Why MAP and MRR Fail for Search Ranking (and What to Use Instead) 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read time: 9 min read MAP and MRR look intuitive, but they quietly break ranking evaluation. Here’s why these metrics… #DataScience #AI #Python

📌 Keeping Probabilities Honest: The Jacobian Adjustment 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read time: 10 min
📌 Keeping Probabilities Honest: The Jacobian Adjustment 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read time: 10 min read An intuitive explanation of transforming random variables correctly. #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

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

📌 Bonferroni vs. Benjamini-Hochberg: Choosing Your P-Value Correction 🗂 Category: STATISTICS 🕒 Date: 2025-12-24 | ⏱️ Read
📌 Bonferroni vs. Benjamini-Hochberg: Choosing Your P-Value Correction 🗂 Category: STATISTICS 🕒 Date: 2025-12-24 | ⏱️ Read time: 11 min read Multiple hypothesis testing, P-values, and Monte Carlo #DataScience #AI #Python

📌 4 Techniques to Optimize AI Coding Efficiency 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-24 | ⏱️ Read time: 8 min read Lear
📌 4 Techniques to Optimize AI Coding Efficiency 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-24 | ⏱️ Read time: 8 min read Learn how to code more effectively using AI #DataScience #AI #Python

📌 Is Your Model Time-Blind? The Case for Cyclical Feature Encoding 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-24 | ⏱️ Read t
📌 Is Your Model Time-Blind? The Case for Cyclical Feature Encoding 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-24 | ⏱️ Read time: 7 min read How cyclical encoding improves machine learning prediction #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 24: Transformers for Text in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-
📌 The Machine Learning “Advent Calendar” Day 24: Transformers for Text in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-24 | ⏱️ Read time: 10 min read An intuitive, step-by-step look at how Transformers use self-attention to turn static word embeddings into… #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

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

📌 Stop Retraining Blindly: Use PSI to Build a Smarter Monitoring Pipeline 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-23
📌 Stop Retraining Blindly: Use PSI to Build a Smarter Monitoring Pipeline 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-23 | ⏱️ Read time: 6 min read A data scientist’s guide to population stability index (PSI) #DataScience #AI #Python

📌 How Agents Plan Tasks with To-Do Lists 🗂 Category: AGENTIC AI 🕒 Date: 2025-12-23 | ⏱️ Read time: 7 min read Understandin
📌 How Agents Plan Tasks with To-Do Lists 🗂 Category: AGENTIC AI 🕒 Date: 2025-12-23 | ⏱️ Read time: 7 min read Understanding the process behind agentic planning and task management in LangChain #DataScience #AI #Python