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
إظهار المزيد
الشبكة:📈 نظرة تحليلية على قناة تيليجرام Machine Learning
تُعد قناة Machine Learning (@machinelearning9) في القطاع اللغوي الإنكليزية لاعباً نشطاً. يضم المجتمع حالياً 40 365 مشتركاً، محتلاً المرتبة 3 329 في فئة التكنولوجيات والتطبيقات والمرتبة 225 في منطقة سوريا.
📊 مؤشرات الجمهور والحراك
منذ تأسيسه في невідомо، حقق المشروع نمواً سريعاً وجمع 40 365 مشتركاً.
بحسب آخر البيانات بتاريخ 11 يوليو, 2026، تحافظ القناة على نشاط مستقر. خلال آخر 30 يوماً تغيّر عدد الأعضاء بمقدار 393، وفي آخر 24 ساعة بمقدار 17، مع بقاء الوصول العام مرتفعاً.
- حالة التحقق: غير موثّقة
- معدل التفاعل (ER): يبلغ متوسط تفاعل الجمهور 2.29%. وخلال أول 24 ساعة من النشر يحصد المحتوى عادةً 1.74% من ردود الفعل نسبةً إلى إجمالي المشتركين.
- وصول المنشورات: يحصل كل منشور على متوسط 924 مشاهدة. وخلال اليوم الأول يجمع عادةً 702 مشاهدة.
- التفاعلات والاستجابة: يتفاعل الجمهور بانتظام؛ متوسط التفاعلات لكل منشور يبلغ 4.
- الاهتمامات الموضوعية: يركز المحتوى على مواضيع رئيسية مثل distance, insidead, gpu, learning, degree.
📝 الوصف وسياسة المحتوى
يصف المؤلف القناة بأنها مساحة للتعبير عن الآراء الذاتية:
“Real Machine Learning — simple, practical, and built on experience.
Learn step by step with clear explanations and working code.
Admin: @HusseinSheikho || @Hussein_Sheikho”
بفضل وتيرة التحديث المرتفعة (أحدث البيانات بتاريخ 12 يوليو, 2026) تحافظ القناة على حداثتها ومستوى وصول مرتفع. وتُظهر التحليلات تفاعلاً نشطاً من الجمهور، ما يجعلها نقطة تأثير مهمة ضمن فئة التكنولوجيات والتطبيقات.
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أرشيف المشاركات
40 373
📌 How Your Prompts Lead AI Astray
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-29 | ⏱️ Read time: 7 min read
Practical tips to recognise and avoid prompt bias.
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📌 Skills vs. AI Skills
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-29 | ⏱️ Read time: 7 min read
Which skills are timeless, and where is the gap?
40 373
📌 Automated Testing: A Software Engineering Concept Data Scientists Must Know To Succeed
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-30 | ⏱️ Read time: 21 min read
Why you should read this article Most data scientists whip up a Jupyter Notebook, play…
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📌 What Is Data Literacy in 2025? It’s Not What You Think
🗂 Category: DATA VISUALIZATION
🕒 Date: 2025-07-30 | ⏱️ Read time: 20 min read
In today’s fast-paced, distraction-heavy world, data literacy isn’t just about understanding charts or analyzing numbers—it’s…
40 373
📌 Confusion Matrix Made Simple: Accuracy, Precision, Recall & F1-Score
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-30 | ⏱️ Read time: 8 min read
How to evaluate classification models and understand which metric matters the most.
40 373
📌 The Misconception of Retraining: Why Model Refresh Isn’t Always the Fix
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-30 | ⏱️ Read time: 7 min read
Retraining is easy; knowing when not to is the real challenge. In machine learning, performance…
40 373
📌 July Must-Reads: Scalable AI, Career Insights, and More
🗂 Category: THE VARIABLE
🕒 Date: 2025-07-31 | ⏱️ Read time: 3 min read
Don’t miss the most popular stories of the past month
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📌 The ONLY Data Science Roadmap You Need to Get a Job
🗂 Category:
🕒 Date: 2025-07-31 | ⏱️ Read time: 10 min read
Are you looking to become a data scientist and don’t know where to start? In…
40 373
📌 LLMs and Mental Health
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-07-31 | ⏱️ Read time: 19 min read
Are LLMs good or bad for our mental health? It’s more complicated than that.
40 373
📌 How to Benchmark LLMs – ARC AGI 3
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-07-31 | ⏱️ Read time: 8 min read
Learn how to LLMs are benchmarked, and try out the newly released ARC AGI 3
40 373
📌 FastSAM for Image Segmentation Tasks — Explained Simply
🗂 Category:
🕒 Date: 2025-07-31 | ⏱️ Read time: 9 min read
Introduction Image segmentation is a popular task in computer vision, with the goal of partitioning…
40 373
📌 When Models Stop Listening: How Feature Collapse Quietly Erodes Machine Learning Systems
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-08-01 | ⏱️ Read time: 9 min read
Models don’t just fail with noise; they fail in silence, by narrowing their attention to…
40 373
📌 “I think of analysts as data wizards who help their product teams solve problems”
🗂 Category: AUTHOR SPOTLIGHTS
🕒 Date: 2025-08-01 | ⏱️ Read time: 10 min read
Mariya Mansurova explains how hands-on learning, agentic AI, and engineering habits shape her writing and…
40 373
📌 How Computers “See” Molecules
🗂 Category: DATA SCIENCE
🕒 Date: 2025-08-01 | ⏱️ Read time: 29 min read
Generative Molecular Design (Part 1): common molecular representations in data science.
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📌 Mastering NLP with spaCy – Part 2
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-08-01 | ⏱️ Read time: 7 min read
POS tagging, dependency parser and named entity recognition.
40 373
📌 Does the Code Work or Not?
🗂 Category: DATA SCIENCE
🕒 Date: 2025-08-04 | ⏱️ Read time: 7 min read
A common misconception about the working state of code in data, AI or software engineering…
40 373
📌 Hands-On with Agents SDK: Multi-Agent Collaboration
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-08-04 | ⏱️ Read time: 31 min read
Explore the handoff and agents-as-tools patterns, their use cases, and how to customize them using…
40 373
📌 On Adding a Start Value to a Waterfall Chart in Power BI
🗂 Category: DATA SCIENCE
🕒 Date: 2025-08-04 | ⏱️ Read time: 6 min read
A waterfall chart can be a powerful tool for conveying information. But it has some…
40 373
📌 Introducing Server-Sent Events in Python
🗂 Category: PROGRAMMING
🕒 Date: 2025-08-04 | ⏱️ Read time: 13 min read
A simpler path to coding real-time web applications.
40 373
📌 From Data Scientist IC to Manager: One Year In
🗂 Category: DATA SCIENCE
🕒 Date: 2025-08-04 | ⏱️ Read time: 9 min read
Three pillars that shaped my first year in data science management - prioritization, empowerment, and recognition
