¡Ya disponible! Investigación de Telegram 2025 — los principales insights del año 
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
Mostrar más📈 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 40 114 suscriptores, ocupando la posición 3 384 en la categoría Tecnologías y Aplicaciones y el puesto 231 en la región Siria.
📊 Métricas de audiencia y dinámica
Desde su creación el невідомо, el proyecto ha mostrado un crecimiento acelerado, reuniendo a 40 114 suscriptores.
Según los últimos datos del 24 junio, 2026, el canal mantiene una actividad estable. En los últimos 30 días la variación de miembros fue de 401, y en las últimas 24 horas de 38, conservando un alto alcance.
- Estado de verificación: No verificado
- Tasa de interacción (ER): El promedio de interacción de la audiencia es 1.96%. Durante las primeras 24 horas tras publicar, el contenido suele obtener 1.16% de reacciones respecto al total de suscriptores.
- Alcance de las publicaciones: Cada publicación recibe en promedio 788 visualizaciones. En el primer día suele acumular 465 visualizaciones.
- Reacciones e interacción: La audiencia responde de forma activa: el promedio de reacciones por publicación es 2.
- 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 25 junio, 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.
40 114
Suscriptores
+3824 horas
+637 días
+40130 días
Archivo de publicaciones
40 117
📌 Think Your Python Code Is Slow? Stop Guessing and Start Measuring
🗂 Category: PROGRAMMING
🕒 Date: 2025-12-26 | ⏱️ Read time: 13 min read
A hands-on tour of using cProfile + SnakeViz to find (and fix) the “hot” paths…
#DataScience #AI #Python
40 117
Repost from AI & ML Papers
ML Engineers: NVIDIA has released a guide for beginners on fine-tuning LLMs using Unsloth.
The guide covers:
- training methods: LoRA, FFT, RL
- when and why to do fine-tuning, real use cases
- how much data and VRAM are required
- how to train locally on DGX Spark, RTX graphics cards, and more
Guide: https://blogs.nvidia.com/blog/rtx-ai-garage-fine-tuning-unsloth-dgx-spark/
👉 https://t.me/DataScienceT
40 117
📌 Why MAP and MRR Fail for Search Ranking (and What to Use Instead)
🗂 Category: DATA SCIENCE
🕒 Date: 2025-12-25 | ⏱️ Read time: 9 min read
MAP and MRR look intuitive, but they quietly break ranking evaluation. Here’s why these metrics…
#DataScience #AI #Python
40 117
📌 Keeping Probabilities Honest: The Jacobian Adjustment
🗂 Category: DATA SCIENCE
🕒 Date: 2025-12-25 | ⏱️ Read time: 10 min read
An intuitive explanation of transforming random variables correctly.
#DataScience #AI #Python
40 117
Take Control of Selling in Amazon!
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Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
📌 Bonferroni vs. Benjamini-Hochberg: Choosing Your P-Value Correction
🗂 Category: STATISTICS
🕒 Date: 2025-12-24 | ⏱️ Read time: 11 min read
Multiple hypothesis testing, P-values, and Monte Carlo
#DataScience #AI #Python
40 117
📌 4 Techniques to Optimize AI Coding Efficiency
🗂 Category: PROGRAMMING
🕒 Date: 2025-12-24 | ⏱️ Read time: 8 min read
Learn how to code more effectively using AI
#DataScience #AI #Python
40 117
📌 Is Your Model Time-Blind? The Case for Cyclical Feature Encoding
🗂 Category: DATA SCIENCE
🕒 Date: 2025-12-24 | ⏱️ Read time: 7 min read
How cyclical encoding improves machine learning prediction
#DataScience #AI #Python
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
📌 The Machine Learning “Advent Calendar” Day 24: Transformers for Text in Excel
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-12-24 | ⏱️ Read time: 10 min read
An intuitive, step-by-step look at how Transformers use self-attention to turn static word embeddings into…
#DataScience #AI #Python
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
Take Control of Selling in Amazon!
💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order monitoring and AI-powered BuyBox hunting, SellerFlash makes selling effortless in Amazon.
💫Say goodbye to manual chaos. With SellerFlash, you will manage listings, inventory, buyer messages and feedback campaigns all from one smart cloud platform designed for Amazon sellers.
👉🏽https://www.sellerflash.com/en/
Sponsored By WaybienAds
40 117
📌 Stop Retraining Blindly: Use PSI to Build a Smarter Monitoring Pipeline
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-12-23 | ⏱️ Read time: 6 min read
A data scientist’s guide to population stability index (PSI)
#DataScience #AI #Python
40 117
📌 How Agents Plan Tasks with To-Do Lists
🗂 Category: AGENTIC AI
🕒 Date: 2025-12-23 | ⏱️ Read time: 7 min read
Understanding the process behind agentic planning and task management in LangChain
#DataScience #AI #Python
