ch
Feedback
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

显示更多

📈 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 40 191 名订阅者,在 技术与应用 类别中位列第 3 381,并在 叙利亚 地区排名第 228

📊 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 40 191 名订阅者。

根据 01 七月, 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 355,过去 24 小时变化为 21,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 2.04%。内容发布后 24 小时内通常能获得 2.12% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 818 次浏览,首日通常累积 851 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 02 七月, 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。

40 191
订阅者
+2124 小时
+857
+35530
帖子存档
📌 Stars of the 2024 Paris Olympics 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-12 | ⏱️ Read time: 8 min read How to use Wikip
📌 Stars of the 2024 Paris Olympics 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-12 | ⏱️ Read time: 8 min read How to use Wikipedia data to visualize the popularity of top athletes and Olympic sports

📌 What to Study if you Want to Master LLMs 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-12 | ⏱️ Read time: 6 min re
📌 What to Study if you Want to Master LLMs 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-12 | ⏱️ Read time: 6 min read What foundational concepts should you study if you want to understand Large Language Models?

📌 Unleashing the Power of Triton: Mastering GPU Kernel Optimization in Python 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date:
📌 Unleashing the Power of Triton: Mastering GPU Kernel Optimization in Python 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-13 | ⏱️ Read time: 11 min read Accelerating AI/ML Model Training with Custom Operators – Part 2

📌 Avoid Building a Data Platform in 2024 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-13 | ⏱️ Read time: 16 min read Why a
📌 Avoid Building a Data Platform in 2024 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-13 | ⏱️ Read time: 16 min read Why articles about ‘Building a Data Platform’ are mostly misleading

📌 Four Visualisation Libraries That Seamlessly Integrate With Pandas Dataframe 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-13
📌 Four Visualisation Libraries That Seamlessly Integrate With Pandas Dataframe 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-13 | ⏱️ Read time: 5 min read Make use of Pandas plotting backend for the easiest plotting

📌 Paper Walkthrough: Vision Transformer (ViT) 🗂 Category: DEEP LEARNING 🕒 Date: 2024-08-13 | ⏱️ Read time: 20 min read Exp
📌 Paper Walkthrough: Vision Transformer (ViT) 🗂 Category: DEEP LEARNING 🕒 Date: 2024-08-13 | ⏱️ Read time: 20 min read Exploring Vision Transformer (ViT) through PyTorch Implementation from Scratch.

📌 From Data-Informed to Data-Driven Decisions: An Introduction to Tradespace Exploration 🗂 Category: DATA SCIENCE 🕒 Date:
📌 From Data-Informed to Data-Driven Decisions: An Introduction to Tradespace Exploration 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-13 | ⏱️ Read time: 23 min read Going beyond Exploratory Data Analysis to find the needle in the haystack

📌 From insights to impact: leveraging data science to maximize customer value 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-13
📌 From insights to impact: leveraging data science to maximize customer value 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-13 | ⏱️ Read time: 11 min read Uplift modeling: how causal machine learning transforms customer relationships and revenue

📌 UniFliXsg: AI-Powered Undergraduate Program Recommendations for Singapore Universities 🗂 Category: LARGE LANGUAGE MODELS
📌 UniFliXsg: AI-Powered Undergraduate Program Recommendations for Singapore Universities 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2024-08-14 | ⏱️ Read time: 8 min read How could AI suggest your majors?

📌 How to Easily Validate Your Data with Pandera 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-14 | ⏱️ Read time: 6 min read
📌 How to Easily Validate Your Data with Pandera 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-14 | ⏱️ Read time: 6 min read Learn how to build a simple data model that validates your data through type hints

📌 How to Perform Effective Agentic Context Engineering 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-10-07 | ⏱️ Read time
📌 How to Perform Effective Agentic Context Engineering 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-10-07 | ⏱️ Read time: 14 min read Learn how to optimize the context of your agents, for powerful agentic performance

📌 This Puzzle Shows Just How Far LLMs Have Progressed in a Little Over a Year 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 20
📌 This Puzzle Shows Just How Far LLMs Have Progressed in a Little Over a Year 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-10-07 | ⏱️ Read time: 10 min read What took GPT-4o 2 hours to solve, Sonnet 4.5 does in 5 seconds

📌 Bad Assumptions – The Downfall of Even Experienced Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read
📌 Bad Assumptions – The Downfall of Even Experienced Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 11 min read Data can be deceptive, so be on your toes!

📌 Squashing the Average: A Dive into Penalized Quantile Regression for Python 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16
📌 Squashing the Average: A Dive into Penalized Quantile Regression for Python 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 5 min read How to build penalized quantile regression models (with code!)

📌 Mastering Data Streaming in Python 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Read time: 13 min read Best Prac
📌 Mastering Data Streaming in Python 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Read time: 13 min read Best Practices for Real-Time Analytics

📌 The Missing Piece: Symbolic AI’s Role in Solving Generative AI Hurdles 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-
📌 The Missing Piece: Symbolic AI’s Role in Solving Generative AI Hurdles 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 9 min read Symbolic reasoning may still be alive…

📌 How to Build Helpful RAGs with Query Routing. 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 11
📌 How to Build Helpful RAGs with Query Routing. 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 11 min read An LLM can handle general routing. Semantic search can handle private data better. Which one…

📌 Writing a Good Job Description for Data Science/Machine Learning 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read t
📌 Writing a Good Job Description for Data Science/Machine Learning 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 16 min read Things to do and things to avoid in order to find the right candidates for…

📌 Adapting the Azure Landing Zone for a Data Platform in the Cloud 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Re
📌 Adapting the Azure Landing Zone for a Data Platform in the Cloud 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Read time: 8 min read Working with sensitive data or within a highly regulated environment requires safe and secure cloud…

📌 Exploring cancer types with neo4j 🗂 Category: 🕒 Date: 2024-08-17 | ⏱️ Read time: 7 min read How to identify and visualis
📌 Exploring cancer types with neo4j 🗂 Category: 🕒 Date: 2024-08-17 | ⏱️ Read time: 7 min read How to identify and visualise clusters in knowledge graphs