现已上线！2025 年 Telegram 研究 — 年度关键洞察 
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 40 202 名订阅者，在 技术与应用 类别中位列第 3 365，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 40 202 名订阅者。
根据 02 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 343，过去 24 小时变化为 10，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 1.99%。内容发布后 24 小时内通常能获得 2.28% 的反应，占订阅者总量。
- 帖子覆盖： 每篇帖子平均可获得 800 次浏览，首日通常累积 915 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 03 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。
40 202
订阅者
+1024 小时
+837 天
+34330 天
帖子存档
40 205
📌 Prediction vs. Search Models: What Data Scientists Are Missing
🗂 Category: DATA SCIENCE
🕒 Date: 2025-10-02 | ⏱️ Read time: 23 min read
How do platform firms set prices and make money?
40 205
📌 Introducing NumPy, Part 3: Manipulating Arrays
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-15 | ⏱️ Read time: 7 min read
Shaping, transposing, joining, and splitting arrays
40 205
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40 205
📌 The “Who Does What” Guide To Enterprise Data Quality
🗂 Category: DATA ENGINEERING
🕒 Date: 2024-09-12 | ⏱️ Read time: 10 min read
One answer and many best practices for how larger organizations can operationalizing data quality programs…
40 205
📌 Introducing NumPy, Part 2: Indexing Arrays
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 12 min read
Slicing and dicing like a pro
40 205
📌 The Data All Around Us: From Sports to Household Management
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 4 min read
Our weekly selection of must-read Editors’ Picks and original features
40 205
📌 The Who, What, Why of AI
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 10 min read
Success starts with the questions no one else asks
40 205
“Nobody believed you could grow small capital—until I saw this.”
$1,000 turned into real profit before my eyes. The secret? Bonus fuel & copytrading with Elite Gold. Want proof? See how it’s actually done before the bonus ends.
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40 205
📌 Can You See the War from Space?
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 7 min read
Case study of the Russian-Ukrainian war
40 205
📌 Water Cooler Small Talk: Gambler’s Fallacy and Ruin
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 12 min read
An intuitive and thorough explanation of gambling, luck, and risk to keep you from looking…
40 205
📌 Hands-On Imitation Learning: From Behavior Cloning to Multi-Modal Imitation Learning
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 16 min read
An overview of the most prominent methods in imitation learning while testing on a grid…
40 205
📌 How the LLM Got Lost in the Network and Discovered Graph Reasoning
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-09-12 | ⏱️ Read time: 10 min read
Enhancing large language models: A journey through graph reasoning and instruction-tuning
40 205
📌 Transformer? Diffusion? Transfusion!
🗂 Category: DEEP LEARNING
🕒 Date: 2024-09-12 | ⏱️ Read time: 6 min read
A gentle introduction to the latest multi-modal transfusion model
40 205
📌 Creating Project Environments in Python with VSCode
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-13 | ⏱️ Read time: 5 min read
Learn how to manage different environments for your Python projects
40 205
📌 Differentiate Noisy Time Series Data with Symbolic Regression
🗂 Category:
🕒 Date: 2024-09-13 | ⏱️ Read time: 17 min read
A step-by-step example of a possibility to derive a noisy time series profile if data…
40 205
📌 MIDI Files as Training Data
🗂 Category: MACHINE LEARNING
🕒 Date: 2024-09-13 | ⏱️ Read time: 10 min read
A fundamental difference: MIDI scores vs MIDI performances
40 205
📌 The Essential Guide to Effectively Summarizing Massive Documents, Part 1
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2024-09-14 | ⏱️ Read time: 10 min read
Document summarization is important for GenAI use-cases, but what if the documents are too BIG!?…
40 205
📌 How I Make Time for Everything (Even with a Full-Time Job)
🗂 Category: DATA SCIENCE
🕒 Date: 2024-09-14 | ⏱️ Read time: 8 min read
How I am able to do YouTube videos, write blogs, and send out a newsletter…
40 205
📌 Seven Common Causes of Data Leakage in Machine Learning
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-09-14 | ⏱️ Read time: 8 min read
Key Steps in data preprocessing, feature engineering, and train-test splitting to prevent data leakage
40 205
📌 Tips on How to Manage Large Scale Data Science Projects
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-09-14 | ⏱️ Read time: 7 min read
Use these tips to maximize the success of your data science project
