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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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📈 Аналитический обзор Telegram-канала Machine Learning

Канал Machine Learning (@machinelearning9) языкового сегмента Английский является активным участником. Сейчас сообщество объединяет 40 114 подписчиков, занимая 3 384 место в категории Технологии и приложения и 231 место в регионе Сирия.

📊 Показатели аудитории и динамика

С момента создания невідомо проект демонстрирует стремительный рост, собрав аудиторию из 40 114 подписчиков.

Согласно последним данным от 24 июня, 2026, канал показывает стабильную активность. За последние 30 дней изменение числа участников составило 401, а за последние 24 часа — 38, при этом общий охват остаётся высоким.

  • Статус верификации: Не верифицирован
  • Уровень вовлечённости (ER): Средний показатель вовлечённости аудитории составляет 1.96%. В первые 24 часа после публикации контент обычно набирает 1.16% реакций от общего числа подписчиков.
  • Охват публикаций: В среднем каждый пост получает 788 просмотров. В течение первых суток публикация набирает 465 просмотров.
  • Реакции и взаимодействия: Аудитория активно поддерживает контент: среднее количество реакций на один пост — 2.
  • Тематические интересы: Контент сосредоточен на ключевых темах, таких как distance, insidead, gpu, learning, degree.

📝 Описание и контентная политика

Автор описывает ресурс как площадку для выражения субъективного мнения:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Благодаря высокой частоте обновлений (последние данные получены 25 июня, 2026) канал поддерживает актуальность и высокий уровень охвата публикаций. Аналитика показывает, что аудитория активно взаимодействует с контентом, что делает его важной точкой влияния в категории Технологии и приложения.

40 114
Подписчики
+3824 часа
+637 дней
+40130 день
Архив постов
📌 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