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
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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 40 255 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 40 255 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。
40 255
订阅者
-424 小时
+917 天
+33630 天
帖子存档
40 255
📌 Why Retrieval-Augmented Generation Is Still Relevant in the Era of Long-Context Language Models
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-12 | ⏱️ Read time: 7 min read
In this article we will explore why 128K tokens and more models can’t fully replace…
40 255
📌 Bayes’ Theorem: Understanding Business Outcomes with Evidence
🗂 Category: DATA SCIENCE
🕒 Date: 2024-12-12 | ⏱️ Read time: 11 min read
A practical introduction to Bayes’ Theorem: Probability for Data Science Series (2)
40 255
📌 I’m Doing the Advent of Code 2024 in Python – Day 3
🗂 Category: DATA SCIENCE
🕒 Date: 2024-12-13 | ⏱️ Read time: 5 min read
Let’s see how many stars we’ll collect.
40 255
📌 Addressing the Butterfly Effect: Data Assimilation Using Ensemble Kalman Filter
🗂 Category:
🕒 Date: 2024-12-13 | ⏱️ Read time: 9 min read
Learn how to implement the Ensemble Kalman Filter for data assimilation, with mathematical details step-by-step…
40 255
📌 Efficient Large Dimensional Self-Organising Maps with PyTorch
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-13 | ⏱️ Read time: 6 min read
Because it’s fun to self-organise
40 255
📌 How I’d Learn AI in 2025 (If I Could Start Over)
🗂 Category: MACHINE LEARNING
🕒 Date: 2024-12-13 | ⏱️ Read time: 7 min read
A 5-step roadmap for today’s landscape
40 255
📌 Agentic AI: Building Autonomous Systems from Scratch
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-13 | ⏱️ Read time: 16 min read
A Step-by-Step Guide to Creating Multi-Agent Frameworks in the Age of Generative AI
40 255
📌 Ranking Basics: Pointwise, Pairwise, Listwise
🗂 Category: DATA SCIENCE
🕒 Date: 2024-12-14 | ⏱️ Read time: 8 min read
Because thy neighbour matters
40 255
📌 Let’s Learn a Little About Computer Vision via Sudoku
🗂 Category:
🕒 Date: 2024-12-14 | ⏱️ Read time: 9 min read
Solving Sudoku is a fun challenge for coding, and adding computer vision to populate the…
40 255
📌 A Design Researcher’s Guide to Publishing
🗂 Category: DESIGN
🕒 Date: 2024-12-15 | ⏱️ Read time: 10 min read
Turn ‘publish or perish’ into ‘learn, write, and share’
40 255
📌 Credit Card Fraud Detection with Different Sampling Techniques
🗂 Category: DATA SCIENCE
🕒 Date: 2024-12-15 | ⏱️ Read time: 10 min read
How to deal with imbalanced data
40 255
📌 The Essential Guide to R and Python Libraries for Data Visualization
🗂 Category: DATA SCIENCE
🕒 Date: 2024-12-16 | ⏱️ Read time: 19 min read
Let’s dive into the most important libraries in R and Python to visualise data and…
40 255
📌 Structured LLM Output Using Ollama
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-17 | ⏱️ Read time: 11 min read
Control your model responses effectively
40 255
📌 USGS DEM Files: How to Load, Merge, and Crop with Python
🗂 Category:
🕒 Date: 2024-12-17 | ⏱️ Read time: 12 min read
A quick guide to prepping digital elevation data
40 255
📌 The Good, the Bad, and the Ugly: Memory for a Neural Network
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-17 | ⏱️ Read time: 13 min read
Memory can play tricks, to learn best it is not always good to memorize
40 255
📌 My Experiments with NotebookLM for Teaching
🗂 Category: LLM APPLICATIONS
🕒 Date: 2025-09-16 | ⏱️ Read time: 8 min read
Exploring NotebookLM as a teaching companion
40 255
📌 Using Python to Build a Calculator
🗂 Category: PROGRAMMING
🕒 Date: 2025-09-16 | ⏱️ Read time: 5 min read
A beginner-friendly Python project to understand conditional statements, loops and recursive functions
40 255
📌 Building a Unified Intent Recognition Engine
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-09-16 | ⏱️ Read time: 6 min read
How modular design can simplify and scale intent classification in enterprise AI systems
40 255
📌 A Case for Bagging and Boosting as Data Scientists’ Best Friends
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2024-12-17 | ⏱️ Read time: 16 min read
Leveraging wisdom of the crowd in ML models.
40 255
📌 Four Signs It’s Time to Leave Your Data Science Job
🗂 Category: CAREER ADVICE
🕒 Date: 2024-12-17 | ⏱️ Read time: 7 min read
Four tell-tale signs that you should look for another job
