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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网络:Machine Learning with Python 叙利亚227 技术与应用3 343...

📈 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 40 244 名订阅者，在 技术与应用 类别中位列第 3 343，并在 叙利亚 地区排名第 227 位。

📊 受众指标与增长动态

自 невідомо 创建以来，项目保持高速增长，吸引了 40 244 名订阅者。

根据 05 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 346，过去 24 小时变化为 22，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 1.97%。内容发布后 24 小时内通常能获得 1.86% 的反应，占订阅者总量。
帖子覆盖： 每篇帖子平均可获得 794 次浏览，首日通常累积 749 次浏览。
互动与反馈： 受众积极参与，单帖平均反应数为 3。
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 06 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。

40 244

订阅者

+2224 小时

+987 天

+34630 天

794

帖子浏览量

~ 74924 小时

~ 98448 小时

1.97%

参与率

~ 3

每日帖子数

Ads index

beta

帖子存档

40 244

📌 Are You Sure You Want to Become a Data Science Manager? 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-22 | ⏱️ Read time: 18 min read Don’t rush into the fancy title until you have read this.

40 244

📌 Another Hike Up Everest 🗂 Category: 🕒 Date: 2024-11-22 | ⏱️ Read time: 9 min read How to make progress on hard problems in AI

40 244

📌 LLM Routing – Intuitively and Exhaustively Explained 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-22 | ⏱️ Read time: 69 min read Dynamically Choosing the Right LLM

40 244

📌 Dynamic, Lazy Dependency Injection in Python 🗂 Category: CODING 🕒 Date: 2024-11-22 | ⏱️ Read time: 7 min read Automatic Python dependency injection to make your code more testable, decoupled, uncomplicated and readable

40 244

📌 How Spotify Implemented Personalized Audiobook Recommendations 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-22 | ⏱️ Read time: 9 min read Personalized audiobook recommendations using graph neural networks

40 244

📌 Don’t Be Afraid to Use Machine Learning for Simple Tasks 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-22 | ⏱️ Read time: 7 min read A common misconception across industries

40 244

📌 Productionising GenAI Agents: Evaluating Tool Selection with Automated Testing 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-22 | ⏱️ Read time: 21 min read How to create reliable and scalable GenAI Agents for real-world applications

40 244

📌 Documenting Python Projects with MkDocs 🗂 Category: 🕒 Date: 2024-11-22 | ⏱️ Read time: 9 min read Use Markdown to quickly create a beautiful documentation page for your projects

40 244

📌 Engineering the Future: Common Threads in Data, Software, and Artificial Intelligence 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-23 | ⏱️ Read time: 8 min read How recognizing cross-discipline commonalities not only enhances recruitment strategies but also supports adaptable IT architectures.

40 244

📌 Implementing Streamlit-Authenticator Across Multi-Page Apps 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-23 | ⏱️ Read time: 7 min read Streamlit-Authenticator allows you to add a simple yet robust method for user authentication in a…

40 244

📌 Confidence Interval vs. Prediction Interval 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-24 | ⏱️ Read time: 9 min read A small but important difference that you should know

40 244

📌 The Difference Between ML Engineers and Data Scientists 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-24 | ⏱️ Read time: 6 min read Helping you decide whether you want to be a data scientist or machine learning engineer

40 244

📌 Perform Outlier Detection More Effectively Using Subsets of Features 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-24 | ⏱️ Read time: 38 min read Identify relevant subspaces: subsets of features that allow you to most effectively perform outlier detection…

40 244

📌 Step-by-Step Guide for Building Waffle Charts in Plotly 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-25 | ⏱️ Read time: 13 min read Learn how to create custom waffle charts in Python using Plotly for data visualization

40 244

📌 Bias-Variance Tradeoff, Explained: A Visual Guide with Code Examples for Beginners 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-25 | ⏱️ Read time: 22 min read How underfitting and overfitting fight over your models

40 244

📌 Why Batch Normalization Matters for Deep Learning 🗂 Category: DEEP LEARNING 🕒 Date: 2024-11-25 | ⏱️ Read time: 13 min read Discover the role of batch normalization in streamlining neural network training and improving model performance

40 244

📌 Trapped in the Net: Where is a Foundation Model for Graphs? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-25 | ⏱️ Read time: 12 min read Disconnected from the other modalities graphs wait for their AI revolution: is it coming?

40 244

📌 Dog Poop Compass: Bayesian Analysis of Canine Business 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-25 | ⏱️ Read time: 23 min read A Bayesian analysis of canine business

40 244

📌 Building a Knowledge Graph From Scratch Using LLMs 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-25 | ⏱️ Read time: 46 min read Turn your Pandas Data Frame into a Knowledge Graph using LLMs. Build your own LLM…

40 244

📌 Deploying a PICO Extractor in Five Steps 🗂 Category: NATURAL LANGUAGE PROCESSING 🕒 Date: 2025-09-19 | ⏱️ Read time: 8 min read Lessons learned deploying a domain-specific NER model