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
40 307
📌 Nine Pico PIO Wats with MicroPython (Part 1)
🗂 Category: PROGRAMMING
🕒 Date: 2025-01-23 | ⏱️ Read time: 19 min read
Raspberry Pi programmable IO pitfalls illustrated with a musical example
40 307
📌 Real World Use Cases: Strategies that Will Bridge the Gap Between Development and Productionizing
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-23 | ⏱️ Read time: 9 min read
Data science demonstrates its value when applied to practical challenges. This article shares insights gained…
40 307
“I thought I knew wine—until I uncovered the secret behind tasting ‘buttery’ Chardonnays and velvety reds. Turns out, the real magic isn’t on the label…
Curious what most wine lovers miss?
Discover the truth right here 🍷
#إعلان InsideAds
40 307
📌 Building Successful AI Apps: The Dos and Don’ts
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-23 | ⏱️ Read time: 4 min read
Our weekly selection of must-read Editors’ Picks and original features
40 307
📌 Simplicity Over Black Boxes
🗂 Category: ANALYTICS
🕒 Date: 2025-01-23 | ⏱️ Read time: 7 min read
Turning complex ML models into simple, interpretable rules with Human Knowledge Models for actionable insights…
40 307
📌 The Solar Cycle(s): history, data analysis and trend forecasting.
🗂 Category: ANALYTICS
🕒 Date: 2025-01-23 | ⏱️ Read time: 14 min read
A brief article on the Solar Cycles: data analysis and time series forecasting for the…
40 307
📌 On a Time Crunch but Still Want to Learn to Develop Multi-Agent AI?
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-23 | ⏱️ Read time: 15 min read
These 3 starter projects only take a weekend (and a few cups of coffee, maybe)
40 307
📌 Apollo and Design Choices of Video Large Multimodal Models (LMMs)
🗂 Category: META
🕒 Date: 2025-01-23 | ⏱️ Read time: 13 min read
Let’s Explore Major Design Choices from Meta’s Apollo Paper
40 307
📌 Building Research Agents for Tech Insights
🗂 Category: AGENTIC AI
🕒 Date: 2025-09-13 | ⏱️ Read time: 10 min read
Using a controlled workflow, unique data & prompt chaining
40 307
📌 A Derivation and Application of Restricted Boltzmann Machines (2024 Nobel Prize)
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-01-23 | ⏱️ Read time: 8 min read
Investigating Geoffrey Hinton’s Nobel Prize-winning work and building it from scratch using PyTorch
40 307
📌 Does It Matter That Online Experiments Interact?
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-24 | ⏱️ Read time: 5 min read
What interactions do, why they are just like any other change in the environment post-experiment,…
40 307
📌 Multi-Headed Cross Attention – By Hand
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-24 | ⏱️ Read time: 5 min read
Hand computing a fundamental component of multimodal models
40 307
📌 Choosing Classification Model Evaluation Criteria
🗂 Category: MACHINE LEARNING
🕒 Date: 2025-01-25 | ⏱️ Read time: 9 min read
Is Recall / Precision better than Sensitivity / Specificity?
40 307
📌 How Cheap Mortgages Transformed Poland’s Real Estate Market
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-25 | ⏱️ Read time: 19 min read
Insights from a synthetic control group
40 307
📌 Optimising Budgets With Marketing Mix Models In Python
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-26 | ⏱️ Read time: 10 min read
Part 3 of a hands-on guide to help you master MMM in pymc
40 307
📌 Beyond Causal Language Modeling
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-01-27 | ⏱️ Read time: 7 min read
A deep dive into “Not All Tokens Are What You Need for Pretraining”
40 307
📌 Small Training Dataset? You Need SetFit
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-27 | ⏱️ Read time: 9 min read
The enterprise-friendly way to train NLP classifiers with Python in 2025
40 307
📌 Water Cooler Small Talk, Ep 7: Anscombe’s Quartet and the Datasaurus
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-27 | ⏱️ Read time: 10 min read
Why descriptive statistics aren’t enough and plotting your data is always essential
40 307
📌 How to Implement Guardrails for Your AI Agents with CrewAI
🗂 Category: ARTIFICIAL INTELLIGENCE
🕒 Date: 2025-01-27 | ⏱️ Read time: 9 min read
LLM Agents are non-deterministic by nature: implement proper guardrails for your AI Application.
40 307
📌 Basics of Probability Notations
🗂 Category: DATA SCIENCE
🕒 Date: 2025-01-27 | ⏱️ Read time: 12 min read
Union, Intersection, Independence, Disjoint, Complement: Advanced Probability for Data Science Series (1)
