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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 40 345 подписчиков, занимая 3 331 место в категории Технологии и приложения и 225 место в регионе Сирия.

📊 Показатели аудитории и динамика

С момента создания невідомо проект демонстрирует стремительный рост, собрав аудиторию из 40 345 подписчиков.

Согласно последним данным от 10 июля, 2026, канал показывает стабильную активность. За последние 30 дней изменение числа участников составило 383, а за последние 24 часа — 25, при этом общий охват остаётся высоким.

  • Статус верификации: Не верифицирован
  • Уровень вовлечённости (ER): Средний показатель вовлечённости аудитории составляет 2.35%. В первые 24 часа после публикации контент обычно набирает 1.95% реакций от общего числа подписчиков.
  • Охват публикаций: В среднем каждый пост получает 948 просмотров. В течение первых суток публикация набирает 786 просмотров.
  • Реакции и взаимодействия: Аудитория активно поддерживает контент: среднее количество реакций на один пост — 4.
  • 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 11 июля, 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.

40 345
Подписчики
+2524 часа
+1227 дней
+38330 день
Архив постов
📌 Data Drift Is Not the Actual Problem: Your Monitoring Strategy Is 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-06-03 | ⏱️ R
📌 Data Drift Is Not the Actual Problem: Your Monitoring Strategy Is 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-06-03 | ⏱️ Read time: 11 min read Monitoring is easy; what to monitor is not. In the field of machine learning, data…

📌 Building a Modern Dashboard with Python and Gradio 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-04 | ⏱️ Read time: 13 min re
📌 Building a Modern Dashboard with Python and Gradio 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-04 | ⏱️ Read time: 13 min read Data insights made simple

📌 Exploring Merit Order and Marginal Abatement Cost Curve in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-09-09 | ⏱️ Read
📌 Exploring Merit Order and Marginal Abatement Cost Curve in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-09-09 | ⏱️ Read time: 11 min read To achieve the global temperature limit goals of 1.5°C by the end of the century…

📌 LangGraph 201: Adding Human Oversight to Your Deep Research Agent 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-09-09 |
📌 LangGraph 201: Adding Human Oversight to Your Deep Research Agent 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-09-09 | ⏱️ Read time: 23 min read Losing control of your AI agent in the middle of the workflow is a common…

📌 The Hungarian Algorithm and Its Applications in Computer Vision 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-09-09 | ⏱️ Rea
📌 The Hungarian Algorithm and Its Applications in Computer Vision 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-09-09 | ⏱️ Read time: 9 min read Introduction Multi-object tracking (MOT) is a task in which an algorithm must detect and track…

📌 How to Build Effective AI Agents to Process Millions of Requests 🗂 Category: AGENTIC AI 🕒 Date: 2025-09-09 | ⏱️ Read tim
📌 How to Build Effective AI Agents to Process Millions of Requests 🗂 Category: AGENTIC AI 🕒 Date: 2025-09-09 | ⏱️ Read time: 9 min read Learn how to build production ready systems using AI agents

📌 LangChain for EDA: Build a CSV Sanity-Check Agent in Python 🗂 Category: AGENTIC AI 🕒 Date: 2025-09-09 | ⏱️ Read time: 19
📌 LangChain for EDA: Build a CSV Sanity-Check Agent in Python 🗂 Category: AGENTIC AI 🕒 Date: 2025-09-09 | ⏱️ Read time: 19 min read A practical LangChain tutorial for data scientists to inspect CSVs

Ever wondered how top traders catch triple-digit profits while everyone else follows the hype? Unlock elite crypto signals wi
Ever wondered how top traders catch triple-digit profits while everyone else follows the hype? Unlock elite crypto signals with Moon Mission — real entries, clear exits, strict risk management. The next trade could be your best yet. Tap here, join the mission 🚀, and see why precision matters. #إعلان InsideAds

📌 The Journey from Jupyter to Programmer: A Quick-Start Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-04 | ⏱️ Read time:
📌 The Journey from Jupyter to Programmer: A Quick-Start Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-04 | ⏱️ Read time: 17 min read Explore the real benefits of ditching the notebook

📌 Get Ready for Your Next Career Move 🗂 Category: THE VARIABLE 🕒 Date: 2025-06-05 | ⏱️ Read time: 3 min read Are you plann
📌 Get Ready for Your Next Career Move 🗂 Category: THE VARIABLE 🕒 Date: 2025-06-05 | ⏱️ Read time: 3 min read Are you planning to switch roles in the near future? On the lookout for your…

📌 5 Crucial Tweaks That Will Make Your Charts Accessible to People with Visual Impairments 🗂 Category: DATA VISUALIZATION �
📌 5 Crucial Tweaks That Will Make Your Charts Accessible to People with Visual Impairments 🗂 Category: DATA VISUALIZATION 🕒 Date: 2025-06-06 | ⏱️ Read time: 13 min read More than 350 million people are colorblind – Make sure they can read your visualizations.

📌 Why AI Projects Fail 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 7 min read No one agrees on
📌 Why AI Projects Fail 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 7 min read No one agrees on the exact number, but estimates say anywhere from 50% to 80%…

📌 The Role of Luck in Sports: Can We Measure It? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 8 min read Fr
📌 The Role of Luck in Sports: Can We Measure It? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 8 min read From last-minute goals to coin tosses: How much does randomness influence the outcomes of games?

📌 How I Automated My Machine Learning Workflow with Just 10 Lines of Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-06 |
📌 How I Automated My Machine Learning Workflow with Just 10 Lines of Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 4 min read Use LazyPredict and PyCaret to skip the grunt work and jump straight to performance.

📌 Not Everything Needs Automation: 5 Practical AI Agents That Deliver Enterprise Value 🗂 Category: ARTIFICIAL INTELLIGENCE
📌 Not Everything Needs Automation: 5 Practical AI Agents That Deliver Enterprise Value 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-06-06 | ⏱️ Read time: 11 min read What actually works with AI agents inside enterprise organizations?

📌 Trying to Stay Sane in the Age of AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-06-09 | ⏱️ Read time: 4 min read A
📌 Trying to Stay Sane in the Age of AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-06-09 | ⏱️ Read time: 4 min read A machine learning engineer’s quiet way of not losing her mind

📌 How to Transition From Data Analyst to Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-09 | ⏱️ Read time: 8 min
📌 How to Transition From Data Analyst to Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-09 | ⏱️ Read time: 8 min read Playbook on how data analysts can become data scientists

📌 A Bird’s-Eye View of Linear Algebra: Measure of a Map — Determinants 🗂 Category: MATH 🕒 Date: 2025-06-10 | ⏱️ Read time:
📌 A Bird’s-Eye View of Linear Algebra: Measure of a Map — Determinants 🗂 Category: MATH 🕒 Date: 2025-06-10 | ⏱️ Read time: 19 min read We roll up our sleeves and start to deal with matrices

📌 Exploratory Data Analysis: Gamma Spectroscopy in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-10 | ⏱️ Read time: 17 m
📌 Exploratory Data Analysis: Gamma Spectroscopy in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-10 | ⏱️ Read time: 17 min read Let’s observe the matter on the atomic level

📌 Mastering SQL Window Functions 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-10 | ⏱️ Read time: 6 min read Understand how to
📌 Mastering SQL Window Functions 🗂 Category: DATA SCIENCE 🕒 Date: 2025-06-10 | ⏱️ Read time: 6 min read Understand how to use Window Functions to perform calculations without losing details