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 40 310 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 40 310 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。
40 310
订阅者
+3024 小时
+1067 天
+37830 天
帖子存档
40 310
📌 Nine Pico PIO Wats with MicroPython (Part 2)
🗂 Category: PROGRAMMING
🕒 Date: 2025-01-28 | ⏱️ Read time: 16 min read
Raspberry Pi programmable IO pitfalls illustrated with a musical example
40 310
📌 The Three Phases of Learning Machine Learning
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-28 | ⏱️ Read time: 7 min read
Part One: The beginner phase
40 310
📌 Battle of the Ducks
🗂 Category: DATA ENGINEERING
🕒 Date: 2025-01-28 | ⏱️ Read time: 13 min read
DuckDB vs Fireducks: the ultimate throwdown
40 310
📌 How to do Date calculations in DAX
🗂 Category:
🕒 Date: 2025-01-28 | ⏱️ Read time: 6 min read
Moving back and forth in time is a common task for Time Intelligence in DAX.…
40 310
📌 How GenAI Tools Have Changed My Work as a Data Scientist
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-01-28 | ⏱️ Read time: 11 min read
An overview of the 4 use cases and 6 GenAI tools I use
40 310
📌 Exploring DeepSeek’s R1 Training Process
🗂 Category:
🕒 Date: 2025-01-29 | ⏱️ Read time: 11 min read
Open-Source Intelligence on Par with Proprietary Models
40 310
📌 Prompting Vision Language Models
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-01-29 | ⏱️ Read time: 21 min read
Exploring techniques to prompt VLMs
40 310
📌 NLP Illustrated, Part 3: Word2Vec
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-29 | ⏱️ Read time: 13 min read
An exhaustive and illustrated guide to Word2Vec with code!
40 310
📌 AI Ethics for the Everyday User – Why Should You Care?
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-01-29 | ⏱️ Read time: 15 min read
A beginner’s guide to understanding the importance of ethics in artificial intelligence
40 310
📌 Bite-Size Data Science: Falling for the Gambler’s Fallacy
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-30 | ⏱️ Read time: 12 min read
Where the gambler’s fallacy shows up in data science and what to do about it
40 310
📌 Ridge Regression: A Robust Path to Reliable Predictions
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-30 | ⏱️ Read time: 11 min read
Learn how regularization reduces overfitting and improves model stability in linear regression.
40 310
📌 A Visual Guide to How Diffusion Models Work
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-02-06 | ⏱️ Read time: 26 min read
This article is aimed at those who want to understand exactly how diffusion models work,…
40 310
📌 Introduction to Minimum Cost Flow Optimization in Python
🗂 Category: DATA SCIENCE
🕒 Date: 2025-02-06 | ⏱️ Read time: 21 min read
Minimum cost flow optimization minimizes the cost of moving flow through a network of nodes…
40 310
📌 Efficient Metric Collection in PyTorch: Avoiding the Performance Pitfalls of TorchMetrics
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-02-06 | ⏱️ Read time: 13 min read
Metric collection is an essential part of every machine learning project, enabling us to track…
40 310
📌 How to Create Network Graph Visualizations in Microsoft PowerBI
🗂 Category: DATA VISUALIZATION
🕒 Date: 2025-02-07 | ⏱️ Read time: 6 min read
Microsoft PowerBI is a one of the most popular business intelligence (BI) tools, and while…
40 310
📌 A Comprehensive Guide to LLM Temperature
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-02-07 | ⏱️ Read time: 8 min read
While building my own LLM-based application, I found many prompt engineering guides, but few equivalent…
40 310
📌 The Method of Moments Estimator for Gaussian Mixture Models
🗂 Category: DATA SCIENCE
🕒 Date: 2025-02-07 | ⏱️ Read time: 8 min read
Audio processing is one of the most important application domains of digital signal processing (DSP)…
40 310
📌 Synthetic Data Generation with LLMs
🗂 Category: LARGE LANGUAGE MODELS
🕒 Date: 2025-02-07 | ⏱️ Read time: 9 min read
Popularity of RAG Over the past two years while working with financial firms, I’ve observed…
40 310
📌 I Tried Making my Own (Bad) LLM Benchmark to Cheat in Escape Rooms
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-02-07 | ⏱️ Read time: 20 min read
Recently, DeepSeek announced their latest model, R1, and article after article came out praising its…
40 310
📌 Triangle Forecasting: Why Traditional Impact Estimates Are Inflated (And How to Fix Them)
🗂 Category: DATA SCIENCE
🕒 Date: 2025-02-07 | ⏱️ Read time: 7 min read
Accurate impact estimations can make or break your business case. Yet, despite its importance, most…
