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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 40 191 подписчиков, занимая 3 381 место в категории Технологии и приложения и 228 место в регионе Сирия.

📊 Показатели аудитории и динамика

С момента создания невідомо проект демонстрирует стремительный рост, собрав аудиторию из 40 191 подписчиков.

Согласно последним данным от 01 июля, 2026, канал показывает стабильную активность. За последние 30 дней изменение числа участников составило 355, а за последние 24 часа — 21, при этом общий охват остаётся высоким.

  • Статус верификации: Не верифицирован
  • Уровень вовлечённости (ER): Средний показатель вовлечённости аудитории составляет 2.04%. В первые 24 часа после публикации контент обычно набирает 2.12% реакций от общего числа подписчиков.
  • Охват публикаций: В среднем каждый пост получает 818 просмотров. В течение первых суток публикация набирает 851 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 02 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.

40 191
Подписчики
+2124 часа
+857 дней
+35530 день
Архив постов
📌 Can Generative AI Lead to AI Collapse? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 9 min read
📌 Can Generative AI Lead to AI Collapse? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 9 min read AI eating its own tail: the risk of model collapse in generative systems

📌 Shortest Path Algorithms: How to Use Data to Navigate and Optimize 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read
📌 Shortest Path Algorithms: How to Use Data to Navigate and Optimize 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 8 min read An Overview of Dijkstra’s Algorithm and Bellman-Ford Algorithm

📌 Spatial Index: R Trees 🗂 Category: DATABASE DESIGN 🕒 Date: 2024-07-30 | ⏱️ Read time: 11 min read Data-driven structures
📌 Spatial Index: R Trees 🗂 Category: DATABASE DESIGN 🕒 Date: 2024-07-30 | ⏱️ Read time: 11 min read Data-driven structures for spatial indexing If you have been following the Spatial Index Series, it…

📌 How To Log Databricks Workflows with the Elastic (ELK) Stack 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-07-30 | ⏱️ Read t
📌 How To Log Databricks Workflows with the Elastic (ELK) Stack 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-07-30 | ⏱️ Read time: 9 min read A practical example of setting up observability for a data pipeline using best practices from…

I discovered a way to boost my productivity by 300% in just one week — and it’s NOT what you think. “My friends didn’t believ
I discovered a way to boost my productivity by 300% in just one week — and it’s NOT what you think. “My friends didn’t believe me until I showed them the results.” Want to know the secret? It’s hidden right here. #ad InsideAds

📌 Case-Study: Multilingual LLM for Questionnaire Summarization 🗂 Category: 🕒 Date: 2024-07-30 | ⏱️ Read time: 12 min read
📌 Case-Study: Multilingual LLM for Questionnaire Summarization 🗂 Category: 🕒 Date: 2024-07-30 | ⏱️ Read time: 12 min read An LLM Approach to Summarizing Students’ Responses for course Questionnaires in Hebrew, Arabic and English

📌 Introduction to Reinforcement Learning and Solving the Multi-armed Bandit Problem 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒
📌 Introduction to Reinforcement Learning and Solving the Multi-armed Bandit Problem 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 13 min read Dissecting “Reinforcement Learning” by Richard S. Sutton with Custom Python Implementations, Episode I

📌 Python Poetry – The Best Data Science Dependency Management Tool? 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read
📌 Python Poetry – The Best Data Science Dependency Management Tool? 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 8 min read Poetry makes deploying machine learning applications a breeze – learn how!

Think you missed today’s BIGGEST gold trading move? Get instant, transparent signals for GOLD, free every day! See up to 5 re
Think you missed today’s BIGGEST gold trading move? Get instant, transparent signals for GOLD, free every day! See up to 5 real VIP signals daily — just follow and catch every opportunity. See why traders choose us and never miss a winning entry. Don’t stay behind—profits don’t wait! Join now for your edge. #ad InsideAds

📌 Done is Better Than Perfect 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 11 min read How to be more pragm
📌 Done is Better Than Perfect 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-30 | ⏱️ Read time: 11 min read How to be more pragmatic as a Data Scientist, and why it matters for your…

📌 GenAI Is Revolutionizing Search 🗂 Category: SEO 🕒 Date: 2024-07-30 | ⏱️ Read time: 8 min read And why you and your compa
📌 GenAI Is Revolutionizing Search 🗂 Category: SEO 🕒 Date: 2024-07-30 | ⏱️ Read time: 8 min read And why you and your company should care

📌 Using Llama 3 for Building AI Agents 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 11 min read Compreh
📌 Using Llama 3 for Building AI Agents 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 11 min read Comprehensive guide to building AI Agents with Llama 3 function calling capabilities.

📌 Diffusion Loss: Every Step Explained 🗂 Category: DEEP LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 19 min read Paper Revi
📌 Diffusion Loss: Every Step Explained 🗂 Category: DEEP LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 19 min read Paper Review: Denoising Diffusion Probabilistic Model (DDPM)

📌 Enhancing E-Commerce with Generative AI – Part 1 🗂 Category: DEEP LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 19 min rea
📌 Enhancing E-Commerce with Generative AI – Part 1 🗂 Category: DEEP LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 19 min read From Data to Product Recommendations

📌 The Most Useful Advanced SQL Techniques to Succeed in the Tech Industry 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️
📌 The Most Useful Advanced SQL Techniques to Succeed in the Tech Industry 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 8 min read Syntax, use cases and expert tips for mastering advanced SQL

📌 Handling Feedback Loops in Recommender Systems – Deep Bayesian Bandits 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-07-31 |
📌 Handling Feedback Loops in Recommender Systems – Deep Bayesian Bandits 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-07-31 | ⏱️ Read time: 13 min read Understanding fundamentals of exploration and Deep Bayesian Bandits to tackle feedback loops in recommender systems

📌 Better A/B Testing with Survival Analysis 🗂 Category: 🕒 Date: 2024-07-31 | ⏱️ Read time: 5 min read When running experim
📌 Better A/B Testing with Survival Analysis 🗂 Category: 🕒 Date: 2024-07-31 | ⏱️ Read time: 5 min read When running experiments – don’t forget to bring your survival kit

📌 Why Data Processing Is a Vital Skill for Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 4 m
📌 Why Data Processing Is a Vital Skill for Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 4 min read With pretrained AI models and LLM data analysis on the rise, unique data is the…

📌 Will Transformers Revolutionize Time-Series Forecasting? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-07-31 | ⏱️ Rea
📌 Will Transformers Revolutionize Time-Series Forecasting? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 10 min read With data from industry, academia, and leading researchers

📌 Paws, Claws, and Code: 6 Must-Know Python Examples 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 13 min re
📌 Paws, Claws, and Code: 6 Must-Know Python Examples 🗂 Category: DATA SCIENCE 🕒 Date: 2024-07-31 | ⏱️ Read time: 13 min read Celebrating International Cat Day with Python