ar
Feedback
Machine Learning

Machine Learning

الذهاب إلى القناة على Telegram

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

📈 نظرة تحليلية على قناة تيليجرام Machine Learning

تُعد قناة Machine Learning (@machinelearning9) في القطاع اللغوي الإنكليزية لاعباً نشطاً. يضم المجتمع حالياً 40 255 مشتركاً، محتلاً المرتبة 3 343 في فئة التكنولوجيات والتطبيقات والمرتبة 227 في منطقة سوريا.

📊 مؤشرات الجمهور والحراك

منذ تأسيسه في невідомо، حقق المشروع نمواً سريعاً وجمع 40 255 مشتركاً.

بحسب آخر البيانات بتاريخ 06 يوليو, 2026، تحافظ القناة على نشاط مستقر. خلال آخر 30 يوماً تغيّر عدد الأعضاء بمقدار 336، وفي آخر 24 ساعة بمقدار -4، مع بقاء الوصول العام مرتفعاً.

  • حالة التحقق: غير موثّقة
  • معدل التفاعل (ER): يبلغ متوسط تفاعل الجمهور 2.25‎%. وخلال أول 24 ساعة من النشر يحصد المحتوى عادةً 1.88‎% من ردود الفعل نسبةً إلى إجمالي المشتركين.
  • وصول المنشورات: يحصل كل منشور على متوسط 906 مشاهدة. وخلال اليوم الأول يجمع عادةً 758 مشاهدة.
  • التفاعلات والاستجابة: يتفاعل الجمهور بانتظام؛ متوسط التفاعلات لكل منشور يبلغ 3.
  • 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 07 يوليو, 2026) تحافظ القناة على حداثتها ومستوى وصول مرتفع. وتُظهر التحليلات تفاعلاً نشطاً من الجمهور، ما يجعلها نقطة تأثير مهمة ضمن فئة التكنولوجيات والتطبيقات.

40 255
المشتركون
-424 ساعات
+917 أيام
+33630 أيام
أرشيف المشاركات
📌 Why Retrieval-Augmented Generation Is Still Relevant in the Era of Long-Context Language Models 🗂 Category: ARTIFICIAL IN
📌 Why Retrieval-Augmented Generation Is Still Relevant in the Era of Long-Context Language Models 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-12 | ⏱️ Read time: 7 min read In this article we will explore why 128K tokens and more models can’t fully replace…

📌 Bayes’ Theorem: Understanding Business Outcomes with Evidence 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-12 | ⏱️ Read time
📌 Bayes’ Theorem: Understanding Business Outcomes with Evidence 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-12 | ⏱️ Read time: 11 min read A practical introduction to Bayes’ Theorem: Probability for Data Science Series (2)

📌 I’m Doing the Advent of Code 2024 in Python – Day 3 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-13 | ⏱️ Read time: 5 min re
📌 I’m Doing the Advent of Code 2024 in Python – Day 3 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-13 | ⏱️ Read time: 5 min read Let’s see how many stars we’ll collect.

📌 Addressing the Butterfly Effect: Data Assimilation Using Ensemble Kalman Filter 🗂 Category: 🕒 Date: 2024-12-13 | ⏱️ Read
📌 Addressing the Butterfly Effect: Data Assimilation Using Ensemble Kalman Filter 🗂 Category: 🕒 Date: 2024-12-13 | ⏱️ Read time: 9 min read Learn how to implement the Ensemble Kalman Filter for data assimilation, with mathematical details step-by-step…

📌 Efficient Large Dimensional Self-Organising Maps with PyTorch 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-13 | ⏱
📌 Efficient Large Dimensional Self-Organising Maps with PyTorch 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-13 | ⏱️ Read time: 6 min read Because it’s fun to self-organise

📌 How I’d Learn AI in 2025 (If I Could Start Over) 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-13 | ⏱️ Read time: 7 min r
📌 How I’d Learn AI in 2025 (If I Could Start Over) 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-13 | ⏱️ Read time: 7 min read A 5-step roadmap for today’s landscape

📌 Agentic AI: Building Autonomous Systems from Scratch 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-13 | ⏱️ Read ti
📌 Agentic AI: Building Autonomous Systems from Scratch 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-13 | ⏱️ Read time: 16 min read A Step-by-Step Guide to Creating Multi-Agent Frameworks in the Age of Generative AI

📌 Ranking Basics: Pointwise, Pairwise, Listwise 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-14 | ⏱️ Read time: 8 min read Bec
📌 Ranking Basics: Pointwise, Pairwise, Listwise 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-14 | ⏱️ Read time: 8 min read Because thy neighbour matters

📌 Let’s Learn a Little About Computer Vision via Sudoku 🗂 Category: 🕒 Date: 2024-12-14 | ⏱️ Read time: 9 min read Solving
📌 Let’s Learn a Little About Computer Vision via Sudoku 🗂 Category: 🕒 Date: 2024-12-14 | ⏱️ Read time: 9 min read Solving Sudoku is a fun challenge for coding, and adding computer vision to populate the…

📌 A Design Researcher’s Guide to Publishing 🗂 Category: DESIGN 🕒 Date: 2024-12-15 | ⏱️ Read time: 10 min read Turn ‘publis
📌 A Design Researcher’s Guide to Publishing 🗂 Category: DESIGN 🕒 Date: 2024-12-15 | ⏱️ Read time: 10 min read Turn ‘publish or perish’ into ‘learn, write, and share’

📌 Credit Card Fraud Detection with Different Sampling Techniques 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-15 | ⏱️ Read tim
📌 Credit Card Fraud Detection with Different Sampling Techniques 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-15 | ⏱️ Read time: 10 min read How to deal with imbalanced data

📌 The Essential Guide to R and Python Libraries for Data Visualization 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-16 | ⏱️ Re
📌 The Essential Guide to R and Python Libraries for Data Visualization 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-16 | ⏱️ Read time: 19 min read Let’s dive into the most important libraries in R and Python to visualise data and…

📌 Structured LLM Output Using Ollama 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17 | ⏱️ Read time: 11 min read Co
📌 Structured LLM Output Using Ollama 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17 | ⏱️ Read time: 11 min read Control your model responses effectively

📌 USGS DEM Files: How to Load, Merge, and Crop with Python 🗂 Category: 🕒 Date: 2024-12-17 | ⏱️ Read time: 12 min read A qu
📌 USGS DEM Files: How to Load, Merge, and Crop with Python 🗂 Category: 🕒 Date: 2024-12-17 | ⏱️ Read time: 12 min read A quick guide to prepping digital elevation data

📌 The Good, the Bad, and the Ugly: Memory for a Neural Network 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17 | ⏱️
📌 The Good, the Bad, and the Ugly: Memory for a Neural Network 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17 | ⏱️ Read time: 13 min read Memory can play tricks, to learn best it is not always good to memorize

📌 My Experiments with NotebookLM for Teaching 🗂 Category: LLM APPLICATIONS 🕒 Date: 2025-09-16 | ⏱️ Read time: 8 min read E
📌 My Experiments with NotebookLM for Teaching 🗂 Category: LLM APPLICATIONS 🕒 Date: 2025-09-16 | ⏱️ Read time: 8 min read Exploring NotebookLM as a teaching companion

📌 Using Python to Build a Calculator 🗂 Category: PROGRAMMING 🕒 Date: 2025-09-16 | ⏱️ Read time: 5 min read A beginner-frie
📌 Using Python to Build a Calculator 🗂 Category: PROGRAMMING 🕒 Date: 2025-09-16 | ⏱️ Read time: 5 min read A beginner-friendly Python project to understand conditional statements, loops and recursive functions

📌 Building a Unified Intent Recognition Engine 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-16 | ⏱️ Read time: 6 mi
📌 Building a Unified Intent Recognition Engine 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-16 | ⏱️ Read time: 6 min read How modular design can simplify and scale intent classification in enterprise AI systems

📌 A Case for Bagging and Boosting as Data Scientists’ Best Friends 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17
📌 A Case for Bagging and Boosting as Data Scientists’ Best Friends 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-17 | ⏱️ Read time: 16 min read Leveraging wisdom of the crowd in ML models.

📌 Four Signs It’s Time to Leave Your Data Science Job 🗂 Category: CAREER ADVICE 🕒 Date: 2024-12-17 | ⏱️ Read time: 7 min r
📌 Four Signs It’s Time to Leave Your Data Science Job 🗂 Category: CAREER ADVICE 🕒 Date: 2024-12-17 | ⏱️ Read time: 7 min read Four tell-tale signs that you should look for another job