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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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📈 Análisis del canal de Telegram Machine Learning

El canal Machine Learning (@machinelearning9) en el segmento lingüístico de Inglés es un actor destacado. Actualmente la comunidad reúne a 40 346 suscriptores, ocupando la posición 3 329 en la categoría Tecnologías y Aplicaciones y el puesto 225 en la región Siria.

📊 Métricas de audiencia y dinámica

Desde su creación el невідомо, el proyecto ha mostrado un crecimiento acelerado, reuniendo a 40 346 suscriptores.

Según los últimos datos del 11 julio, 2026, el canal mantiene una actividad estable. En los últimos 30 días la variación de miembros fue de 393, y en las últimas 24 horas de 17, conservando un alto alcance.

  • Estado de verificación: No verificado
  • Tasa de interacción (ER): El promedio de interacción de la audiencia es 2.29%. Durante las primeras 24 horas tras publicar, el contenido suele obtener 1.74% de reacciones respecto al total de suscriptores.
  • Alcance de las publicaciones: Cada publicación recibe en promedio 924 visualizaciones. En el primer día suele acumular 702 visualizaciones.
  • Reacciones e interacción: La audiencia responde de forma activa: el promedio de reacciones por publicación es 4.
  • Intereses temáticos: El contenido se centra en temas clave como distance, insidead, gpu, learning, degree.

📝 Descripción y política de contenido

El autor describe el recurso como un espacio para expresar opiniones subjetivas:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Gracias a la alta frecuencia de actualizaciones (últimos datos recibidos el 12 julio, 2026), el canal mantiene la vigencia y un amplio alcance. La analítica demuestra que la audiencia interactúa activamente con el contenido, lo que lo convierte en un punto de referencia dentro de la categoría Tecnologías y Aplicaciones.

40 346
Suscriptores
+1724 horas
+1237 días
+39330 días
Archivo de publicaciones
📌 June Must-Reads: AI Agents, Dashboards, and More 🗂 Category: THE VARIABLE 🕒 Date: 2025-07-03 | ⏱️ Read time: 4 min read
📌 June Must-Reads: AI Agents, Dashboards, and More 🗂 Category: THE VARIABLE 🕒 Date: 2025-07-03 | ⏱️ Read time: 4 min read A selection of our most-read and -shared articles of the past month.

📌 GraphRAG in Action: A Simple Agent for Know-Your-Customer Investigations 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 202
📌 GraphRAG in Action: A Simple Agent for Know-Your-Customer Investigations 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-03 | ⏱️ Read time: 19 min read This blog post provides a hands-on guide for AI engineers and developers on how to…

📌 Fairness Pruning: Precision Surgery to Reduce Bias in LLMs 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-07-03 | ⏱️ Rea
📌 Fairness Pruning: Precision Surgery to Reduce Bias in LLMs 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-07-03 | ⏱️ Read time: 15 min read From unjustified shootings to neutral stories: how to fix toxic narratives with selective pruning

📌 Explainable Anomaly Detection with RuleFit: An Intuitive Guide 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-04 | ⏱️ Read
📌 Explainable Anomaly Detection with RuleFit: An Intuitive Guide 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-04 | ⏱️ Read time: 13 min read Creating interpretable rules to characterize the identified anomalies

📌 Change-Aware Data Validation with Column-Level Lineage 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-04 | ⏱️ Read time: 8 min
📌 Change-Aware Data Validation with Column-Level Lineage 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-04 | ⏱️ Read time: 8 min read Data transformation tools like dbt make constructing SQL data pipelines easy and systematic. But even…

📌 Rethinking Data Science Interviews in the Age of AI 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-04 | ⏱️ Read time: 11 min r
📌 Rethinking Data Science Interviews in the Age of AI 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-04 | ⏱️ Read time: 11 min read How AI is transforming data science interviews—and what hiring managers and candidates should do to…

📌 My Honest Advice for Aspiring Machine Learning Engineers 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-04 | ⏱️ Read time:
📌 My Honest Advice for Aspiring Machine Learning Engineers 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-04 | ⏱️ Read time: 6 min read What it really takes to become a machine learning engineer

📌 Implementing the Coffee Machine in Python 🗂 Category: PROGRAMMING 🕒 Date: 2025-09-08 | ⏱️ Read time: 8 min read A beginn
📌 Implementing the Coffee Machine in Python 🗂 Category: PROGRAMMING 🕒 Date: 2025-09-08 | ⏱️ Read time: 8 min read A beginner-friendly step-by-step guide to coding a Coffee Maker in Python

🚀 2025 FREE Study Recourses from SPOTO for y’all — Don’t Miss Out! ✅ 100% Free Downloads ✅ No signup / spam 📘 #Python, Cybe
🚀 2025 FREE Study Recourses from SPOTO for y’all — Don’t Miss Out! ✅ 100% Free Downloads ✅ No signup / spam 📘 #Python, Cybersecurity & Excel: https://bit.ly/4lYeVYp 📊 #Cloud Computing: https://bit.ly/45Rj1gm ☁️ #AI Kits: https://bit.ly/4m4bHTc 🔐 #CCNA Courses: https://bit.ly/45TL7rm 🧠 Free Online Practice – Test Now: https://bit.ly/41Kurjr September 8th to 21th, SPOTO launches the Lowest Price Ever on ALL products! 🔥 Amazing Discounts for 📌 CCNA 200-301 📌 CCNP 400-007 and more… 📲 Contact admin to grab them: https://wa.link/uxde01

📌 Liberating Performance with Immutable DataFrames in Free-Threaded Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱
📌 Liberating Performance with Immutable DataFrames in Free-Threaded Python 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱️ Read time: 7 min read How StaticFrame and Python 3.13t enable true thread-based concurrency

📌 Where Are We with Shor’s Algorithm? 🗂 Category: PROGRAMMING 🕒 Date: 2025-07-07 | ⏱️ Read time: 28 min read A deep dive i
📌 Where Are We with Shor’s Algorithm? 🗂 Category: PROGRAMMING 🕒 Date: 2025-07-07 | ⏱️ Read time: 28 min read A deep dive into the implementation of Shor’s algorithm and an analysis of quantum runs…

📌 Build Algorithm-Agnostic ML Pipelines in a Breeze 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-07 | ⏱️ Read time: 20 min
📌 Build Algorithm-Agnostic ML Pipelines in a Breeze 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-07-07 | ⏱️ Read time: 20 min read The framework is now an open-source Python package for streamlined ML workflows

📌 POSET Representations in Python Can Have a Huge Impact on Business 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱️ Read
📌 POSET Representations in Python Can Have a Huge Impact on Business 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱️ Read time: 14 min read Discover how POSET indicators transform data into coherent scoring systems, enabling meaningful comparisons while preserving…

📌 Your Personal Analytics Toolbox 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-07 | ⏱️ Read time: 15 min read Lever
📌 Your Personal Analytics Toolbox 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-07 | ⏱️ Read time: 15 min read Leveraging MCP for automating your daily routine

📌 The Five-Second Fingerprint: Inside Shazam’s Instant Song ID 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱️ Read time:
📌 The Five-Second Fingerprint: Inside Shazam’s Instant Song ID 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-07 | ⏱️ Read time: 9 min read How Shazam recognizes songs in seconds

📌 Run Your Python Code up to 80x Faster Using the Cython Library 🗂 Category: PROGRAMMING 🕒 Date: 2025-07-08 | ⏱️ Read time
📌 Run Your Python Code up to 80x Faster Using the Cython Library 🗂 Category: PROGRAMMING 🕒 Date: 2025-07-08 | ⏱️ Read time: 13 min read A four-step plan for C language speed where it matters most

📌 Microsoft’s Revolutionary Diagnostic Medical AI, Explained 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-08 | ⏱️ R
📌 Microsoft’s Revolutionary Diagnostic Medical AI, Explained 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-08 | ⏱️ Read time: 12 min read Microsoft’s latest paper discusses a path to medical superintelligence. How close are we, really?

📌 Build Interactive Machine Learning Apps with Gradio 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-08 | ⏱️ Read tim
📌 Build Interactive Machine Learning Apps with Gradio 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-07-08 | ⏱️ Read time: 7 min read Create a fun text-to-speech demo in minutes

📌 What I Learned in my First 18 Months as a Freelance Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-08 | ⏱️ Read
📌 What I Learned in my First 18 Months as a Freelance Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-07-08 | ⏱️ Read time: 13 min read The taxes and health insurance edition

📌 How to Fine-Tune Small Language Models to Think with Reinforcement Learning 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 20
📌 How to Fine-Tune Small Language Models to Think with Reinforcement Learning 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-07-08 | ⏱️ Read time: 23 min read A visual tour and from-scratch guide to train GRPO reasoning models in PyTorch