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 40 365 名订阅者，在 技术与应用 类别中位列第 3 329，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 40 365 名订阅者。
根据 11 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 393，过去 24 小时变化为 17，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 2.29%。内容发布后 24 小时内通常能获得 1.74% 的反应，占订阅者总量。
- 帖子覆盖： 每篇帖子平均可获得 924 次浏览，首日通常累积 702 次浏览。
- 互动与反馈： 受众积极参与，单帖平均反应数为 4。
- 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 12 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。
40 365
订阅者
+1724 小时
+1237 天
+39330 天
帖子存档
40 373
📌 How Not to Mislead with Your Data-Driven Story
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-23 | ⏱️ Read time: 22 min read
Data storytelling can enlighten—but it can also deceive. When persuasive narratives meet biased framing, cherry-picked…
40 373
📌 Multi-head Attention is a Fancy Addition Machine
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-07-24 | ⏱️ Read time: 8 min read
“Attention is All you Need” showed attention as a sequence of multiplicative and concat operations…
40 373
📌 Why BI in the AI Age
🗂 Category: SPONSORED CONTENT
🕒 Date: 2025-07-24 | ⏱️ Read time: 9 min read
An argument for human-led analysis (at least for now)
40 373
📌 Preventing Context Overload: Controlled Neo4j MCP Cypher Responses for LLMs
🗂 Category: AGENTIC AI
🕒 Date: 2025-09-07 | ⏱️ Read time: 4 min read
How timeouts, truncation, and result sanitization keep Cypher outputs LLM-ready
40 373
📌 The Beauty of Space-Filling Curves: Understanding the Hilbert Curve
🗂 Category: MATH
🕒 Date: 2025-09-07 | ⏱️ Read time: 17 min read
A quick journey from theory to implementation and application
40 373
📌 LLMs Continue to Evolve. So Should Your Skill Set.
🗂 Category: THE VARIABLE
🕒 Date: 2025-07-24 | ⏱️ Read time: 3 min read
This week, we highlight three articles that focus on emerging topics and techniques around large…
40 373
📌 Automating Ticket Creation in Jira With the OpenAI Agents SDK: A Step-by-Step Guide
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-24 | ⏱️ Read time: 16 min read
Learn how to create AI Agents using the OpenAI Agents SDK to automate Jira ticket…
40 373
📌 Optimize for Impact: How to Stay Ahead of Gen AI and Thrive as a Data Scientist
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-24 | ⏱️ Read time: 13 min read
The data scientists who survive won’t be the ones who code better than ChatGPT—they’ll be…
40 373
📌 How Do Grayscale Images Affect Visual Anomaly Detection?
🗂 Category: COMPUTER VISION
🕒 Date: 2025-07-24 | ⏱️ Read time: 7 min read
A practical exploration focusing on performance and speed
40 373
📌 Getting AI Discovery Right
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-24 | ⏱️ Read time: 17 min read
A guide to ideating, validating, and prioritizing your AI use cases
40 373
📌 When 50/50 Isn’t Optimal: Debunking Even Rebalancing
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-07-24 | ⏱️ Read time: 7 min read
A new theory of class imbalance demonstrates that the optimal training imbalance in a binary…
40 373
📌 How I Fine-Tuned Granite-Vision 2B to Beat a 90B Model — Insights and Lessons Learned
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-25 | ⏱️ Read time: 24 min read
A hands-on journey exploring fine-tuning techniques that unlock the power of small vision models.
40 373
📌 What Is a Query Folding in Power BI and Why should You Care?
🗂 Category: DATA ANALYSIS
🕒 Date: 2025-07-25 | ⏱️ Read time: 21 min read
“Will that break a query folding?” “Does your query fold?”… Maybe someone asked you those…
40 373
📌 Declarative and Imperative Prompt Engineering for Generative AI
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-25 | ⏱️ Read time: 9 min read
Conceptual overview and practical considerations
40 373
📌 End-to-End AWS RDS Setup with Bastion Host Using Terraform
🗂 Category: DATA SCIENCE
🕒 Date: 2025-07-28 | ⏱️ Read time: 11 min read
Learn how to automate secure AWS infrastructure using Terraform — including VPC, public/private subnets, a…
40 373
📌 Talk to my Agent
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-28 | ⏱️ Read time: 9 min read
The exciting new world of designing conversation driven APIs for LLMs.
40 373
📌 The Stanford Framework That Turns AI into Your PM Superpower
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-07-28 | ⏱️ Read time: 6 min read
A human-centric guide to AI automation for product managers.
40 373
📌 Mastering NLP with spaCY — Part 1
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-29 | ⏱️ Read time: 6 min read
Learn about tokenization, lemmatization and the core operations.
40 373
📌 Physics-Informed Neural Networks for Inverse PDE Problems
🗂 Category: PHYSICS
🕒 Date: 2025-07-29 | ⏱️ Read time: 11 min read
Solving the Heat Equation using DeepXDE.
40 373
📌 How to Evaluate Graph Retrieval in MCP Agentic Systems
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-07-29 | ⏱️ Read time: 9 min read
A framework for measuring retrieval quality in Model Context Protocol agents.
