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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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📈 Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 334 subscribers, ranking 3 331 in the Technologies & Applications category and 225 in the Syria region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 40 334 subscribers.

According to the latest data from 10 July, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 383 over the last 30 days and by 25 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 2.35%. Within the first 24 hours after publication, content typically collects 1.95% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 948 views. Within the first day, a publication typically gains 786 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 4.
  • Thematic interests: Content is focused on key topics such as distance, insidead, gpu, learning, degree.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Thanks to the high frequency of updates (latest data received on 11 July, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Technologies & Applications category.

40 334
Subscribers
+2524 hours
+1227 days
+38330 days
Posts Archive
📌 How to Ensure Your AI Solution Does What You Expect iI to Do 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-04-28 | ⏱️
📌 How to Ensure Your AI Solution Does What You Expect iI to Do 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-04-28 | ⏱️ Read time: 10 min read A Kind Introduction to AI Evals

Repost from Tech Jobs Hub
حوّل فكرتك إلى مشروع ناجح مع ‎#سهول 🚀 منصّة عربية متكاملة لإدارة المشاريع تعتمد على الذكاء الاصطناعي، لتنظيم مهامك وفريقك بس
حوّل فكرتك إلى مشروع ناجح مع ‎#سهول 🚀 منصّة عربية متكاملة لإدارة المشاريع تعتمد على الذكاء الاصطناعي، لتنظيم مهامك وفريقك بسهولة ومرونة. جرّب النسخة التجريبية الآن مجاناً على: suhol.ai للاستفسارات مجموعة سهول على تيليجرام: @suhol_ai ‎#إدارة_المشاريع ‎#ذكاء_اصطناعي ‎#kanban ‎#مشاريع ‎#تطوير

📌 If I Wanted to Become a Machine Learning Engineer, I’d Do This 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-28 | ⏱️ Read
📌 If I Wanted to Become a Machine Learning Engineer, I’d Do This 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-28 | ⏱️ Read time: 8 min read My advice to becoming a machine learning engineer

📌 The Secret Inner Lives of AI Agents: Understanding How Evolving AI Behavior Impacts Business Risks 🗂 Category: ARTIFICIAL
📌 The Secret Inner Lives of AI Agents: Understanding How Evolving AI Behavior Impacts Business Risks 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-04-29 | ⏱️ Read time: 18 min read Part 2 in a series on rethinking AI alignment and safety in the age of…

📌 Graph Neural Networks Part 4: Teaching Models to Connect the Dots 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-29 | ⏱️ R
📌 Graph Neural Networks Part 4: Teaching Models to Connect the Dots 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-29 | ⏱️ Read time: 12 min read Heuristic and GNN-based approaches to Link Prediction

📌 AI Agents for a More Sustainable World 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-04-29 | ⏱️ Read time: 9 min read
📌 AI Agents for a More Sustainable World 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-04-29 | ⏱️ Read time: 9 min read How AI agents can help companies measure, optimise and accelerate their sustainability initiatives.

📌 How to Level Up Your Technical Skills in This AI Era 🗂 Category: PRODUCTIVITY 🕒 Date: 2025-04-29 | ⏱️ Read time: 6 min r
📌 How to Level Up Your Technical Skills in This AI Era 🗂 Category: PRODUCTIVITY 🕒 Date: 2025-04-29 | ⏱️ Read time: 6 min read AI tools & vibe coding have hidden tradeoffs. Here’s how to use them wisely and…

📌 Building a Scalable and Accurate Audio Interview Transcription Pipeline with Google Gemini 🗂 Category: LARGE LANGUAGE MOD
📌 Building a Scalable and Accurate Audio Interview Transcription Pipeline with Google Gemini 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-04-29 | ⏱️ Read time: 21 min read From prototype to production: real-world insights into building smarter transcription pipelines with LLMs.

📌 Data Analyst or Data Engineer or Analytics Engineer or BI Engineer ? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-04-29 | ⏱️ Re
📌 Data Analyst or Data Engineer or Analytics Engineer or BI Engineer ? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-04-29 | ⏱️ Read time: 6 min read What’s the real difference?

📌 From FOMO to Opportunity: Analytical AI in the Era of LLM Agents 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-04-29 |
📌 From FOMO to Opportunity: Analytical AI in the Era of LLM Agents 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-04-29 | ⏱️ Read time: 13 min read Why the gold rush toward LLM agents does not make analytical AI obsolete

📌 Reducing Time to Value for Data Science Projects: Part 1 🗂 Category: DATA SCIENCE 🕒 Date: 2025-04-30 | ⏱️ Read time: 10
📌 Reducing Time to Value for Data Science Projects: Part 1 🗂 Category: DATA SCIENCE 🕒 Date: 2025-04-30 | ⏱️ Read time: 10 min read Creating centralized and re-usable components for ease of experimentation

📌 Turning Product Data into Strategic Decisions 🗂 Category: PRODUCT MANAGEMENT 🕒 Date: 2025-04-30 | ⏱️ Read time: 14 min r
📌 Turning Product Data into Strategic Decisions 🗂 Category: PRODUCT MANAGEMENT 🕒 Date: 2025-04-30 | ⏱️ Read time: 14 min read For business leaders, product analytics isn’t just about tracking KPIs or building dashboards

📌 Reinforcement Learning from One Example? 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-30 | ⏱️ Read time: 4 min read Why
📌 Reinforcement Learning from One Example? 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-30 | ⏱️ Read time: 4 min read Why 1-shot RLVR might be the breakthrough we’ve been waiting for

📌 Beyond Glorified Curve Fitting: Exploring the Probabilistic Foundations of Machine Learning 🗂 Category: MACHINE LEARNING
📌 Beyond Glorified Curve Fitting: Exploring the Probabilistic Foundations of Machine Learning 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-04-30 | ⏱️ Read time: 12 min read An introduction to probabilistic thinking — and why it’s the foundation for robust and explainable…

📌 Why Are Convolutional Neural Networks Great For Images? 🗂 Category: DEEP LEARNING 🕒 Date: 2025-04-30 | ⏱️ Read time: 4 m
📌 Why Are Convolutional Neural Networks Great For Images? 🗂 Category: DEEP LEARNING 🕒 Date: 2025-04-30 | ⏱️ Read time: 4 min read How data symmetry informs neural network architectures

📌 Modern GUI Applications for Computer Vision in Python 🗂 Category: COMPUTER VISION 🕒 Date: 2025-04-30 | ⏱️ Read time: 15
📌 Modern GUI Applications for Computer Vision in Python 🗂 Category: COMPUTER VISION 🕒 Date: 2025-04-30 | ⏱️ Read time: 15 min read Create computer vision applications with a modern graphical user interface in Python using OpenCV and…

📌 How Would I Learn to Code with ChatGPT if I Had to Start Again 🗂 Category: CHATGPT 🕒 Date: 2025-05-01 | ⏱️ Read time: 11
📌 How Would I Learn to Code with ChatGPT if I Had to Start Again 🗂 Category: CHATGPT 🕒 Date: 2025-05-01 | ⏱️ Read time: 11 min read Exploring ChatGPT in my 15 years coding learning journey — Moving beyond copy-pasting

📌 How AI Is Rewriting the Day-to-Day of Data Scientists 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-05-01 | ⏱️ Read t
📌 How AI Is Rewriting the Day-to-Day of Data Scientists 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-05-01 | ⏱️ Read time: 12 min read In my past articles, I have explored and compared many AI tools, for example, Google’s…

📌 April Must-Reads: Agentic AI, Python, and More 🗂 Category: THE VARIABLE 🕒 Date: 2025-05-01 | ⏱️ Read time: 3 min read Th
📌 April Must-Reads: Agentic AI, Python, and More 🗂 Category: THE VARIABLE 🕒 Date: 2025-05-01 | ⏱️ Read time: 3 min read This week, we celebrate recent articles that resonated the most with our community.

📌 Practical Eigenvectors 🗂 Category: DATA SCIENCE 🕒 Date: 2025-05-01 | ⏱️ Read time: 21 min read Learn 80% about what they
📌 Practical Eigenvectors 🗂 Category: DATA SCIENCE 🕒 Date: 2025-05-01 | ⏱️ Read time: 21 min read Learn 80% about what they are and their applications with 20% effort