متاح الآن! بحث تيليغرام 2025 — أهم رؤى العام 
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 40 170 مشتركاً، محتلاً المرتبة 3 380 في فئة التكنولوجيات والتطبيقات والمرتبة 228 في منطقة سوريا.
📊 مؤشرات الجمهور والحراك
منذ تأسيسه في невідомо، حقق المشروع نمواً سريعاً وجمع 40 170 مشتركاً.
بحسب آخر البيانات بتاريخ 29 يونيو, 2026، تحافظ القناة على نشاط مستقر. خلال آخر 30 يوماً تغيّر عدد الأعضاء بمقدار 380، وفي آخر 24 ساعة بمقدار 3، مع بقاء الوصول العام مرتفعاً.
- حالة التحقق: غير موثّقة
- معدل التفاعل (ER): يبلغ متوسط تفاعل الجمهور 2.08%. وخلال أول 24 ساعة من النشر يحصد المحتوى عادةً 1.91% من ردود الفعل نسبةً إلى إجمالي المشتركين.
- وصول المنشورات: يحصل كل منشور على متوسط 837 مشاهدة. وخلال اليوم الأول يجمع عادةً 766 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 30 يونيو, 2026) تحافظ القناة على حداثتها ومستوى وصول مرتفع. وتُظهر التحليلات تفاعلاً نشطاً من الجمهور، ما يجعلها نقطة تأثير مهمة ضمن فئة التكنولوجيات والتطبيقات.
40 170
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40 171
📌 Spearman Correlation Coefficient for When Pearson Isn’t Enough
🗂 Category: DATA SCIENCE
🕒 Date: 2025-11-13 | ⏱️ Read time: 7 min read
Not all relationships are linear, and that is where Spearman comes in.
#DataScience #AI #Python
40 171
📌 Organizing Code, Experiments, and Research for Kaggle Competitions
🗂 Category: PROJECT MANAGEMENT
🕒 Date: 2025-11-13 | ⏱️ Read time: 21 min read
Winning a Kaggle medal requires a disciplined approach, not just a great model. This guide shares essential lessons and tips from a medalist on effectively organizing your code, tracking experiments, and structuring your research. Learn how to streamline your competitive data science workflow, avoid common pitfalls, and improve your chances of success.
#Kaggle #DataScience #MachineLearning #MLOps
40 171
📌 Robotics with Python: Q-Learning vs Actor-Critic vs Evolutionary Algorithms
🗂 Category: Uncategorized
🕒 Date: 2025-11-13 | ⏱️ Read time: 15 min read
Explore the intersection of Python and robotics in this deep dive into reinforcement learning algorithms. The article compares the trade-offs, strengths, and weaknesses of Q-Learning, Actor-Critic, and Evolutionary Algorithms for robotic control tasks. Learn how to apply these concepts by building a custom 3D environment to train and test your own RL-powered robot, providing a practical understanding of which technique to choose for your specific application.
#Python #Robotics #ReinforcementLearning #MachineLearning #AI
40 171
Eurasia 2025 Window Fair
15-18 November 2025 Istanbul Turkey Tüyap Fair Center Hall: 3 Stand: 308 A
At this importent event you will have the opportunity to feel the pulse of the industry
Sponsored By WaybienAds
40 171
📌 LLMs Are Randomized Algorithms
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-11-13 | ⏱️ Read time: 18 min read
A surprising link has been drawn between modern Large Language Models and the 50-year-old field of randomized algorithms. This perspective reframes LLMs not just as complex neural networks, but as a practical application of established algorithmic theory. Viewing today's most advanced AI through this lens offers a novel framework for analyzing their probabilistic nature, behavior, and underlying operational principles, bridging the gap between cutting-edge AI and foundational computer science.
#LLMs #AI #RandomizedAlgorithms #ComputerScience #MachineLearning
40 171
Eurasia 2025 Window Fair
15-18 November 2025 Istanbul Turkey Tüyap Fair Center Hall: 3 Stand: 308 A
At this importent event you will have the opportunity to feel the pulse of the industry
Sponsored By WaybienAds
40 171
Eurasia 2025 Window Fair
15-18 November 2025 Istanbul Turkey Tüyap Fair Center Hall: 3 Stand: 308 A
At this importent event you will have the opportunity to feel the pulse of the industry
Sponsored By WaybienAds
40 171
📚 Professional Academic Writing & Simulation Services
Looking for high-quality academic assistance? We specialize in research papers, theses, and simulations tailored to your needs. All work is original, plagiarism-free, and aligned with top journal standards. Prices are competitive and flexible—contact us for custom quotes!
https://t.me/DataScienceY
40 171
Eurasia 2025 Window Fair
15-18 November 2025 Istanbul Turkey Tüyap Fair Center Hall: 3 Stand: 308 A
At this importent event you will have the opportunity to feel the pulse of the industry
Sponsored By WaybienAds
40 171
📌 Feature Detection, Part 2: Laplace & Gaussian Operators
🗂 Category: COMPUTER VISION
🕒 Date: 2025-11-12 | ⏱️ Read time: 12 min read
Laplace meets Gaussian — the story of two operators in edge detection
#DataScience #AI #Python
40 171
📌 How to Evaluate Retrieval Quality in RAG Pipelines (Part 3): DCG@k and NDCG@k
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-11-12 | ⏱️ Read time: 8 min read
This final part of the series on RAG pipeline evaluation explores advanced metrics for assessing retrieval quality. Learn how to use Discounted Cumulative Gain (DCG@k) and Normalized Discounted Cumulative Gain (NDCG@k) to measure the relevance and ranking of retrieved documents, moving beyond simpler metrics for a more nuanced understanding of your system's performance.
#RAG #EvaluationMetrics #LLM #InformationRetrieval #MLOps
40 171
📌 The Ultimate Guide to Power BI Aggregations
🗂 Category: DATA SCIENCE
🕒 Date: 2025-11-12 | ⏱️ Read time: 10 min read
Unlock significant performance gains in your Power BI reports by mastering aggregations. This guide explains how to leverage this powerful feature to optimize query performance and enhance user experience when working with massive datasets, enabling faster, more responsive analytics.
#PowerBI #DataModeling #BusinessIntelligence #BigData
40 171
📌 Deploy Your AI Assistant to Monitor and Debug n8n Workflows Using Claude and MCP
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-11-12 | ⏱️ Read time: 19 min read
Learn how to deploy an AI assistant powered by Claude and MCP to effectively monitor, analyze, and debug your n8n workflows. This innovative approach allows you to troubleshoot complex automations using natural language conversations, significantly streamlining your development and maintenance process.
#n8n #ClaudeAI #WorkflowAutomation #AIAssistant #Debugging
40 171
🤖🧠 Bytebot: The Future of AI Desktop Automation
🗓️ 12 Nov 2025
📚 AI News & Trends
In the era of rapid digital transformation, automation is the driving force behind business efficiency and innovation. While most AI agents are limited to browsers or APIs, a groundbreaking open-source project called Bytebot has redefined what AI can achieve. Bytebot introduces a self-hosted AI desktop agent — a virtual computer that performs complex, multi-step tasks ...
#Bytebot #AIDesktopAutomation #SelfHostedAI #OpenSourceAI #AIAgents #TaskAutomation
40 171
🤖🧠 Bytebot: The Future of AI Desktop Automation
🗓️ 12 Nov 2025
📚 AI News & Trends
In the era of rapid digital transformation, automation is the driving force behind business efficiency and innovation. While most AI agents are limited to browsers or APIs, a groundbreaking open-source project called Bytebot has redefined what AI can achieve. Bytebot introduces a self-hosted AI desktop agent — a virtual computer that performs complex, multi-step tasks ...
#Bytebot #AIDesktopAutomation #SelfHostedAI #OpenSourceAI #AIAgents #TaskAutomation
40 171
🤖🧠 Claude-Flow v2.7: The Next Generation of Enterprise AI Orchestration
🗓️ 12 Nov 2025
📚 AI News & Trends
Artificial intelligence is rapidly transforming software development, research and enterprise workflows. As AI models become increasingly complex, managing, coordinating and optimizing them efficiently has become a critical challenge. Enter Claude-Flow v2.7, an advanced AI orchestration platform that blends multi-agent intelligence, persistent memory and swarm-based coordination to deliver enterprise-level automation and reasoning at scale. Developed by ...
#ClaudeFlow #EnterpriseAI #AIOrchestration #MultiAgentSystems #AIAutomation #PersistentMemory
40 171
Eurasia 2025 Window Fair
15-18 November 2025 Istanbul Turkey Tüyap Fair Center Hall: 3 Stand: 308 A
At this importent event you will have the opportunity to feel the pulse of the industry
Sponsored By WaybienAds
40 171
🤖🧠 Nanobrowser: The Open-Source AI Web Automation Tool Changing How We Browse
🗓️ 12 Nov 2025
📚 AI News & Trends
The rise of artificial intelligence has redefined how we interact with the web, transforming routine browsing into a space for automation and productivity. Among the most exciting innovations in this field is Nanobrowser, an open-source AI-powered web automation tool designed to run directly inside your browser. Developed as a free alternative to OpenAI Operator, Nanobrowser ...
#Nanobrowser #AIWebAutomation #OpenSourceTools #BrowserAI #ProductivityTech #AIAutomation
40 171
🤖🧠 Nanobrowser: The Open-Source AI Web Automation Tool Changing How We Browse
🗓️ 12 Nov 2025
📚 AI News & Trends
The rise of artificial intelligence has redefined how we interact with the web, transforming routine browsing into a space for automation and productivity. Among the most exciting innovations in this field is Nanobrowser, an open-source AI-powered web automation tool designed to run directly inside your browser. Developed as a free alternative to OpenAI Operator, Nanobrowser ...
#Nanobrowser #AIWebAutomation #OpenSourceTools #BrowserAI #ProductivityTech #AIAutomation
