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 40 265 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 40 265 名订阅者。

根据 06 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 336，过去 24 小时变化为 -4，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 2.25%。内容发布后 24 小时内通常能获得 1.88% 的反应，占订阅者总量。
帖子覆盖： 每篇帖子平均可获得 906 次浏览，首日通常累积 758 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 07 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。

40 265

订阅者

-424 小时

+917 天

+33630 天

906

帖子浏览量

~ 75824 小时

~ 1 03748 小时

2.25%

参与率

~ 3

每日帖子数

Ads index

beta

帖子存档

40 265

📌 The Multi-Armed Bandit Problem-A Beginner-Friendly Guide 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-23 | ⏱️ Read time: 6 min read Understanding the exploitation-exploration trade-off with an example

40 265

📌 Advanced Prompt Engineering: Chain of Thought (CoT) 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2024-12-23 | ⏱️ Read time: 26 min read Comparing different techniques for reasoning

40 265

📌 How to Clean Your Data for Your Real-Life Data Science Projects 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-23 | ⏱️ Read time: 7 min read How I treat missing values-with a quick Python Guide

40 265

📌 How to Tackle an Optimization Problem with Constraint Programming 🗂 Category: 🕒 Date: 2024-12-23 | ⏱️ Read time: 7 min read Case study: the travelling salesman problem

40 265

📌 Classifier-free guidance for LLMs performance enhancing 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-23 | ⏱️ Read time: 14 min read Check and improve classifier-free guidance for text generation large language models. While participating in NeurIPS…

40 265

📌 How Bias and Variance Affect Your Model 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-24 | ⏱️ Read time: 7 min read Learn the concepts and the practice. How a model behaves in each case.

40 265

📌 I’ve Done 80+ Data Science Interviews – Here’s What Works 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-24 | ⏱️ Read time: 7 min read 3 years of data science interview experience

40 265

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40 265

📌 Design Patterns with Python for Machine Learning Engineers: Template Method 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-24 | ⏱️ Read time: 4 min read Learn how to use the Template design pattern to enhance your code

40 265

📌 I’m Doing the Advent of Code 2024 in Python – Day 4 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-24 | ⏱️ Read time: 6 min read Let’s see how many stars we’ll collect.

40 265

📌 2024 Survival Guide for Machine Learning Engineer Interviews 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-24 | ⏱️ Read time: 17 min read A year-end summary for junior-level MLE interview preparation

40 265

📌 Building a Custom AI Jira Agent 🗂 Category: 🕒 Date: 2024-12-25 | ⏱️ Read time: 23 min read How I used Google Mesop, Django, LangChain Agents, CO-STAR & Chain-of-Thought prompting combined with the…

40 265

📌 Three Important Pandas Functions You Need to Know 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-25 | ⏱️ Read time: 6 min read Master these techniques to stand out as a Python developer

40 265

📌 Sensor Fusion – KITTI – ‘Lidar-based Obstacle Detection’ – Part-1 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-25 | ⏱️ Read time: 24 min read Sensor fusion, multi-modal perception, autonomous vehicles – if these keywords pique your interest, this Medium…

40 265

📌 How to Become a Machine Learning Engineer (Step-by-Step) 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-09-15 | ⏱️ Read time: 12 min read Your one-stop guide to becoming a machine learning engineer

40 265

📌 Learn How to Use Transformers with HuggingFace and SpaCy 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-15 | ⏱️ Read time: 7 min read Mastering NLP with spaCy: Part 4

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📌 You Only Need 3 Things to Turn AI Experiments into AI Advantage 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-15 | ⏱️ Read time: 7 min read Trapped in a purgatory of POCs enterprises need to focus and build just 3 pillars…

40 265

📌 Implementing the Coffee Machine Project in Python Using Object Oriented Programming 🗂 Category: PROGRAMMING 🕒 Date: 2025-09-15 | ⏱️ Read time: 9 min read Understanding classes, objects, attributes, and methods

40 265

📌 A Visual Guide to Tuning Gradient Boosted Trees 🗂 Category: DATA SCIENCE 🕒 Date: 2025-09-15 | ⏱️ Read time: 10 min read Introduction My previous posts looked at the bog-standard decision tree and the wonder of a…

40 265

📌 Learning ML or Learning About Learning ML? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-01-03 | ⏱️ Read time: 4 min read Pragmatism versus (over-)planning