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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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📈 Аналитический обзор Telegram-канала Machine Learning

Канал Machine Learning (@machinelearning9) языкового сегмента Английский является активным участником. Сейчас сообщество объединяет 40 208 подписчиков, занимая 3 344 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 40 208 подписчиков.

Согласно последним данным от 03 июля, 2026, канал показывает стабильную активность. За последние 30 дней изменение числа участников составило 338, а за последние 24 часа — 9, 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 2.42% реакций от общего числа подписчиков.
  • Охват публикаций: В среднем каждый пост получает 822 просмотров. В течение первых суток публикация набирает 973 просмотров.
  • Реакции и взаимодействия: Аудитория активно поддерживает контент: среднее количество реакций на один пост — 3.
  • 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 04 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.

40 208
Подписчики
+924 часа
+727 дней
+33830 день
Архив постов
📌 Journey of an unlikely entrepreneur 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 10 min read Developing an oceanograph
📌 Journey of an unlikely entrepreneur 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 10 min read Developing an oceanographic application for big game fishing

📌 My 7 Sources of Income as a Data Scientist 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read All the ways
📌 My 7 Sources of Income as a Data Scientist 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read All the ways I make money as a practising data scientist

📌 Under-trained and Unused tokens in Large Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Rea
📌 Under-trained and Unused tokens in Large Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read Existence of under-trained and unused tokens and Identification Techniques using GPT-2 Small as an Example

📌 P-Companion: Amazon’s Principled Framework for Diversified Complementary Product Recommendation 🗂 Category: ARTIFICIAL IN
📌 P-Companion: Amazon’s Principled Framework for Diversified Complementary Product Recommendation 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read A Deep Dive into Amazon’s Complementary Product Recommendation Framework

📌 Beyond the Hype: When Generative AI Isn’t Always the Answer 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 9 min read Wh
📌 Beyond the Hype: When Generative AI Isn’t Always the Answer 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 9 min read Why predictive AI might still be your best bet

📌 Statistical Analysis on Scoring Bias 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 22 min read In the 2024
📌 Statistical Analysis on Scoring Bias 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 22 min read In the 2024 Argentine Tango World Championship

📌 TSV in Pandas: A How-To Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 6 min read The Correct Way of
📌 TSV in Pandas: A How-To Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 6 min read The Correct Way of Loading and Writing TSV Files with Pandas

📌 Could Conversational AI-Driven Data Analytics Finally Solve the Data Democratization Riddle? 🗂 Category: ARTIFICIAL INTEL
📌 Could Conversational AI-Driven Data Analytics Finally Solve the Data Democratization Riddle? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-01 | ⏱️ Read time: 8 min read A Data Leader’s Realistic Assessment

📌 Finding My AI Coding Assistant: Why Codeium Wins Over Copilot 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 11 m
📌 Finding My AI Coding Assistant: Why Codeium Wins Over Copilot 🗂 Category: CODING 🕒 Date: 2024-10-01 | ⏱️ Read time: 11 min read It’s easy to install, it’s context-aware, and it’s free. For me, it beats Copilot.

📌 Geographic Position Encoders 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read Understanding m
📌 Geographic Position Encoders 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-10-01 | ⏱️ Read time: 12 min read Understanding modern techniques for encoding geographic coordinates in a neural network

📌 How to Calculate a Moving Average Over Multiple Periods in DAX 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 7 min read
📌 How to Calculate a Moving Average Over Multiple Periods in DAX 🗂 Category: 🕒 Date: 2024-10-01 | ⏱️ Read time: 7 min read Calculating a moving Aggregation is easy in DAX. However, there are some pitfalls when calculating…

📌 Consent in Training AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 12 min read Should you hav
📌 Consent in Training AI 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 12 min read Should you have control over whether information about you gets used in training generative AI?

📌 The Comprehensive Guide to Training and Running YOLOv8 Models on Custom Datasets 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 D
📌 The Comprehensive Guide to Training and Running YOLOv8 Models on Custom Datasets 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 18 min read It’s now easier than ever to train your own computer vision models on custom datasets…

📌 Eulerian Melodies: Graph Algorithms for Music Composition 🗂 Category: GRAPH THEORY 🕒 Date: 2025-09-28 | ⏱️ Read time: 15
📌 Eulerian Melodies: Graph Algorithms for Music Composition 🗂 Category: GRAPH THEORY 🕒 Date: 2025-09-28 | ⏱️ Read time: 15 min read Conceptual overview and an end-to-end Python implementation

📌 How to Stay Relevant as a Software Developer 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 mi
📌 How to Stay Relevant as a Software Developer 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 min read We’re Drowning in AI… Now What?

📌 Three Steps to Identify Your Business’s Silver Bullets for Success 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-02 | ⏱️ Read
📌 Three Steps to Identify Your Business’s Silver Bullets for Success 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 6 min read Discover how identifying early customer behaviors can predict long-term retention and increase revenue for your…

📌 What Makes a True AI Agent? Rethinking the Pursuit of Autonomy 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 |
📌 What Makes a True AI Agent? Rethinking the Pursuit of Autonomy 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-02 | ⏱️ Read time: 14 min read Unpacking the six core traits of AI agents and why foundations matter more than buzzwords

📌 Time Complexity Analysis of Perfect Binary Tree Traversal 🗂 Category: MATHEMATICS 🕒 Date: 2024-10-03 | ⏱️ Read time: 34
📌 Time Complexity Analysis of Perfect Binary Tree Traversal 🗂 Category: MATHEMATICS 🕒 Date: 2024-10-03 | ⏱️ Read time: 34 min read Deriving the tightest asymptotic bound of a particular tree traversal algorithm

📌 Time Series – ARIMA vs. SARIMA vs. LSTM: Hands-On Tutorial 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 1
📌 Time Series – ARIMA vs. SARIMA vs. LSTM: Hands-On Tutorial 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 16 min read Let’s forecast the future step by step

📌 How to Calculate the Elasticity of Bids in PPC Marketing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 10
📌 How to Calculate the Elasticity of Bids in PPC Marketing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-03 | ⏱️ Read time: 10 min read Elasticity of prices is the bread and butter of econometrics. But, how can we apply…