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:📈 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 40 323 名订阅者，在 技术与应用 类别中位列第 3 332，并在 叙利亚 地区排名第 225 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 40 323 名订阅者。
根据 09 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 378，过去 24 小时变化为 30，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 2.23%。内容发布后 24 小时内通常能获得 1.95% 的反应，占订阅者总量。
- 帖子覆盖： 每篇帖子平均可获得 897 次浏览，首日通常累积 788 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 10 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。
40 323
订阅者
+3024 小时
+1067 天
+37830 天
帖子存档
40 323
📌 Create Your Supply Chain Analytics Portfolio to Land Your Dream Job
🗂 Category: DATA SCIENCE
🕒 Date: 2025-03-31 | ⏱️ Read time: 9 min read
A guide for students and professionals to build real-world projects and showcase their skills using…
40 323
📌 A Simple Implementation of the Attention Mechanism from Scratch
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-03-31 | ⏱️ Read time: 10 min read
How attention helped models like RNNs mitigate the vanishing gradient problem and capture long-range dependencies…
40 323
📌 Graph Neural Networks Part 3: How GraphSAGE Handles Changing Graph Structure
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-04-01 | ⏱️ Read time: 9 min read
And how you can use it for large graphs
40 323
📌 Agentic AI: Single vs Multi-Agent Systems
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-04-01 | ⏱️ Read time: 14 min read
Demonstrated by building a tech news agent in LangGraph
40 323
📌 AI in Social Research and Polling
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-04-01 | ⏱️ Read time: 13 min read
What do we do when nobody answers the phone?
40 323
📌 The Case for Centralized AI Model Inference Serving
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-04-01 | ⏱️ Read time: 11 min read
Optimizing highly parallel AI algorithm execution
40 323
📌 PyScript vs. JavaScript: A Battle of Web Titans
🗂 Category: PROGRAMMING
🕒 Date: 2025-04-02 | ⏱️ Read time: 5 min read
Can Python really replace JavaScript for web development?
40 323
📌 The Art of Noise | Diffusion Model
🗂 Category: DEEP LEARNING
🕒 Date: 2025-04-02 | ⏱️ Read time: 36 min read
Understanding and implementing a diffusion model from scratch with PyTorch
40 323
📌 Agentic GraphRAG for Commercial Contracts
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-04-02 | ⏱️ Read time: 26 min read
Structuring legal information as a knowledge graph to increase the answer accuracy using a LangGraph…
40 323
📌 Kernel Case Study: Flash Attention
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-04-03 | ⏱️ Read time: 16 min read
Understanding all versions of flash attention through a triton implementation
40 323
📌 Linear Programming: Managing Multiple Targets with Goal Programming
🗂 Category: DATA SCIENCE
🕒 Date: 2025-04-03 | ⏱️ Read time: 12 min read
Part 6: Balancing multiple objectives using the weights and preemptive goal programming approaches
40 323
📌 Are We Watching More Ads Than Content? Analyzing YouTube Sponsor Data
🗂 Category: DATA SCIENCE
🕒 Date: 2025-04-03 | ⏱️ Read time: 21 min read
Exploring if sponsor segments are getting longer by the year
40 323
📌 Creating an AI Agent to Write Blog Posts with CrewAI
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-04-04 | ⏱️ Read time: 12 min read
How to assemble a crew of AI agents with CrewAI and Python
40 323
📌 On-Premise Computing, Data Career Switches, AI File Readers, and Other March Must-Reads
🗂 Category: THE VARIABLE
🕒 Date: 2025-04-04 | ⏱️ Read time: 3 min read
A selection of our most-read and -shared articles of the past month.
40 323
📌 How I Would Learn To Code (If I Could Start Over)
🗂 Category: PROGRAMMING
🕒 Date: 2025-04-04 | ⏱️ Read time: 10 min read
How to learn to code in 2025
40 323
📌 Let’s Call a Spade a Spade: RDF and LPG — Cousins Who Should Learn to Live Together
🗂 Category: DATA SCIENCE
🕒 Date: 2025-04-07 | ⏱️ Read time: 20 min read
An objective comparison of the RDF and LPG data models
40 323
📌 How to Optimize your Python Program for Slowness
🗂 Category: PROGRAMMING
🕒 Date: 2025-04-07 | ⏱️ Read time: 20 min read
Write a short program that finishes after the universe dies
40 323
40 323
📌 Avoiding Costly Mistakes with Uncertainty Quantification for Algorithmic Home Valuations
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-04-07 | ⏱️ Read time: 10 min read
The simple tricks for using AVMU, or Automated Valuation Model Uncertainty, to make your home…
40 323
📌 Circuit Tracing: A Step Closer to Understanding Large Language Models
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-04-08 | ⏱️ Read time: 7 min read
Reverse-engineering large languages models’ computation circuit to understand their decision-making processes
