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Machine Learning

Machine Learning

前往频道在 Telegram

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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📈 Telegram 频道 Machine Learning 的分析概览

频道 Machine Learning (@machinelearning9) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 40 114 名订阅者,在 技术与应用 类别中位列第 3 384,并在 叙利亚 地区排名第 231

📊 受众指标与增长动态

невідомо 创建以来,项目保持高速增长,吸引了 40 114 名订阅者。

根据 24 六月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 401,过去 24 小时变化为 38,整体触达仍然可观。

  • 认证状态: 未认证
  • 互动率 (ER): 平均受众互动率为 1.96%。内容发布后 24 小时内通常能获得 1.16% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 788 次浏览,首日通常累积 465 次浏览。
  • 互动与反馈: 受众积极参与,单帖平均反应数为 2
  • 主题关注点: 内容集中在 distance, insidead, gpu, learning, degree 等核心主题上。

📝 描述与内容策略

作者将该频道定位为表达主观观点的平台:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

凭借高频更新(最新数据采集于 25 六月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。

40 114
订阅者
+3824 小时
+637
+40130
帖子存档
📌 Think Your Python Code Is Slow? Stop Guessing and Start Measuring 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-26 | ⏱️ Read t
📌 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

Repost from AI & ML Papers
ML Engineers: NVIDIA has released a guide for beginners on fine-tuning LLMs using Unsloth. The guide covers: - training metho
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

📌 Why MAP and MRR Fail for Search Ranking (and What to Use Instead) 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read
📌 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

📌 Keeping Probabilities Honest: The Jacobian Adjustment 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-25 | ⏱️ Read time: 10 min
📌 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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

📌 Bonferroni vs. Benjamini-Hochberg: Choosing Your P-Value Correction 🗂 Category: STATISTICS 🕒 Date: 2025-12-24 | ⏱️ Read
📌 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

📌 4 Techniques to Optimize AI Coding Efficiency 🗂 Category: PROGRAMMING 🕒 Date: 2025-12-24 | ⏱️ Read time: 8 min read Lear
📌 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

📌 Is Your Model Time-Blind? The Case for Cyclical Feature Encoding 🗂 Category: DATA SCIENCE 🕒 Date: 2025-12-24 | ⏱️ Read t
📌 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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

📌 The Machine Learning “Advent Calendar” Day 24: Transformers for Text in Excel 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-
📌 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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

Take Control of Selling in Amazon! 💫Too many tools, too little time? With dynamic pricing, real-time stock tracking, order m
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

📌 Stop Retraining Blindly: Use PSI to Build a Smarter Monitoring Pipeline 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-12-23
📌 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

📌 How Agents Plan Tasks with To-Do Lists 🗂 Category: AGENTIC AI 🕒 Date: 2025-12-23 | ⏱️ Read time: 7 min read Understandin
📌 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