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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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📈 Аналітичний огляд Telegram-каналу Machine Learning

Канал Machine Learning (@machinelearning9) у мовному сегменті Англійська є активним учасником. На даний момент спільнота об'єднує 40 114 підписників, посідаючи 3 384 місце в категорії Технології та додатки та 231 місце у регіоні Сирія.

📊 Показники аудиторії та динаміка

З моменту свого створення невідомо, проект продемонстрував стрімке зростання, зібравши аудиторію у 40 114 підписників.

За останніми даними від 24 червня, 2026, канал демонструє стабільну активність. Хоча за останні 30 днів спостерігається зміна кількості учасників на 401, а за останні 24 години на 38, загальне охоплення залишається високим.

  • Статус верифікації: Не верифікований
  • Рівень залученості (ER): Середній показник залученості аудиторії становить 1.96%. Протягом перших 24 годин після публікації контент зазвичай збирає 1.16% реакцій від загальної кількості підписників.
  • Охоплення публікацій: В середньому кожен допис отримує 788 переглядів. Протягом першої доби публікація в середньому набирає 465 переглядів.
  • Реакції та взаємодія: Аудиторія активно підтримує контент: середня кількість реакцій на один пост – 2.
  • Тематичні інтереси: Контент зосереджений навколо ключових тем, таких як distance, insidead, gpu, learning, degree.

📝 Опис та контентна політика

Автор описує ресурс як майданчик для висловлення суб'єктивної думки:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Завдяки високій частоті оновлень (останні дані отримано 25 червня, 2026), канал підтримує актуальність та високий рівень охоплення публікацій. Аналітика показує, що аудиторія активно взаємодіє з контентом, що робить його важливою точкою впливу в категорії Технології та додатки.

40 114
Підписники
+3824 години
+637 днів
+40130 день
Архів дописів
📌 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