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Machine Learning

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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📈 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 40 193 名订阅者,在 技术与应用 类别中位列第 3 365,并在 叙利亚 地区排名第 227

📊 受众指标与增长动态

невідомо 创建以来,项目保持高速增长,吸引了 40 193 名订阅者。

根据 01 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 355,过去 24 小时变化为 21,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 2.04%。内容发布后 24 小时内通常能获得 2.12% 的反应,占订阅者总量。
  • 帖子覆盖: 每篇帖子平均可获得 818 次浏览,首日通常累积 851 次浏览。
  • 互动与反馈: 受众积极参与,单帖平均反应数为 2
  • 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 02 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。

40 193
订阅者
+2124 小时
+857
+35530
帖子存档
📌 Optimizing Marketing Campaigns with Budgeted Multi-Armed Bandits 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read t
📌 Optimizing Marketing Campaigns with Budgeted Multi-Armed Bandits 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 10 min read With demos, our new solution, and a video

📌 We Built an Open-Source Data Quality Testframework for PySpark 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Read
📌 We Built an Open-Source Data Quality Testframework for PySpark 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-16 | ⏱️ Read time: 6 min read Measure and report your data quality with ease

📌 Bad Assumptions – The Downfall of Even Experienced Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read
📌 Bad Assumptions – The Downfall of Even Experienced Data Scientists 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-16 | ⏱️ Read time: 11 min read Data can be deceptive, so be on your toes!

📌 The Art of Chunking: Boosting AI Performance in RAG Architectures 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-18
📌 The Art of Chunking: Boosting AI Performance in RAG Architectures 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-18 | ⏱️ Read time: 1 min read The Key to Effective AI-Driven Retrieval

📌 The Art of Chunking: Boosting AI Performance in RAG Architectures 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-18
📌 The Art of Chunking: Boosting AI Performance in RAG Architectures 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-18 | ⏱️ Read time: 15 min read The Key to Effective AI-Driven Retrieval

📌 The Evolution of SQL 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-18 | ⏱️ Read time: 13 min read Unlocking the power of
📌 The Evolution of SQL 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-08-18 | ⏱️ Read time: 13 min read Unlocking the power of large language models

📌 The End of Required Work: Universal Basic Income and AI-Driven Prosperity 🗂 Category: 🕒 Date: 2024-08-19 | ⏱️ Read time:
📌 The End of Required Work: Universal Basic Income and AI-Driven Prosperity 🗂 Category: 🕒 Date: 2024-08-19 | ⏱️ Read time: 16 min read How a tax on AI work might let everyone share the imminent bounty from AI…

📌 Don’t Limit Your RAG Knowledgebase to Just Text 🗂 Category: BUSINESS 🕒 Date: 2024-08-19 | ⏱️ Read time: 8 min read Steal
📌 Don’t Limit Your RAG Knowledgebase to Just Text 🗂 Category: BUSINESS 🕒 Date: 2024-08-19 | ⏱️ Read time: 8 min read Steal this plug-n-play Python script to easily implement images into your chatbot’s Knowledgebase

📌 Unsupervised Learning Series: Exploring the Mean-Shift Algorithm 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-19
📌 Unsupervised Learning Series: Exploring the Mean-Shift Algorithm 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-19 | ⏱️ Read time: 11 min read Let’s learn one of the most famous density-based clustering algorithms, Mean-Shift.

📌 Speaker’s Privacy Protection in DNN-Based Speech Processing Tools 🗂 Category: 🕒 Date: 2024-08-20 | ⏱️ Read time: 11 min
📌 Speaker’s Privacy Protection in DNN-Based Speech Processing Tools 🗂 Category: 🕒 Date: 2024-08-20 | ⏱️ Read time: 11 min read A novel method in privacy-preserving speech processing which anonymizes the speaker attributes using space-filling vector…

Think crypto mining is just for whales? Discover how anyone can earn tokens and unlock upgrades and artifacts with Padma Web3
Think crypto mining is just for whales? Discover how anyone can earn tokens and unlock upgrades and artifacts with Padma Web3’s play-to-earn ecosystem. Boost your mana, invite friends, and turn your time into real rewards — no special equipment needed. Curious about the next big thing? See what everyone is mining right now. Start now! #ad InsideAds

📌 K Nearest Neighbor Classifier, Explained: A Visual Guide with Code Examples for Beginners 🗂 Category: MACHINE LEARNING 🕒
📌 K Nearest Neighbor Classifier, Explained: A Visual Guide with Code Examples for Beginners 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-08-20 | ⏱️ Read time: 9 min read The friendly neighbor approach to machine learning

📌 Empowering Data-Driven Decisions: Embedding Trust in Text-to-SQL AI Agents 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2
📌 Empowering Data-Driven Decisions: Embedding Trust in Text-to-SQL AI Agents 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 19 min read Simplify complex data environments for users utilizing reliable AI Agent systems towards better data-driven decision-making

📌 Path Representation in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 5 min read Stop using strings
📌 Path Representation in Python 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 5 min read Stop using strings to represent paths and use pathlib instead

📌 How to Effortlessly Extract Receipt Information with OCR and GPT-4o mini 🗂 Category: 🕒 Date: 2024-08-20 | ⏱️ Read time:
📌 How to Effortlessly Extract Receipt Information with OCR and GPT-4o mini 🗂 Category: 🕒 Date: 2024-08-20 | ⏱️ Read time: 16 min read Utilize OCR and the powerful GPT-4o mini model to perform information extraction on receipts

📌 Distance Metric Learning for Outlier Detection 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 23 min read A
📌 Distance Metric Learning for Outlier Detection 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 23 min read An outlier detection method that determines a relevant distance metric between records

📌 ChatGPT vs. Claude vs. Gemini for Data Analysis (Part 2): Who’s the Best at EDA? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 D
📌 ChatGPT vs. Claude vs. Gemini for Data Analysis (Part 2): Who’s the Best at EDA? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 14 min read Five criteria to compare ChatGPT, Claude, and Gemini in tackling Exploratory Data Analysis

📌 How to Forecast Hierarchical Time Series 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 13 min r
📌 How to Forecast Hierarchical Time Series 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 13 min read A beginner’s guide to forecast reconciliation

📌 Implementing Convolutional Neural Networks in TensorFlow 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Rea
📌 Implementing Convolutional Neural Networks in TensorFlow 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 6 min read Step-by-step code guide to building a Convolutional Neural Network

📌 Solving a Constrained Project Scheduling Problem with Quantum Annealing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️
📌 Solving a Constrained Project Scheduling Problem with Quantum Annealing 🗂 Category: DATA SCIENCE 🕒 Date: 2024-08-20 | ⏱️ Read time: 29 min read Solving the resource constrained project scheduling problem (RCPSP) with D-Wave’s hybrid constrained quadratic model (CQM)