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:Machine Learning with Python 叙利亚227 技术与应用3 343...

📈 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 40 265 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 40 265 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。

40 265

订阅者

-424 小时

+917 天

+33630 天

906

帖子浏览量

~ 75824 小时

~ 1 03748 小时

2.25%

参与率

~ 3

每日帖子数

Ads index

beta

帖子存档

40 265

📌 How to Interpret Matrix Expressions – Transformations 🗂 Category: 🕒 Date: 2024-12-04 | ⏱️ Read time: 24 min read Matrix algebra for a data scientist

40 265

📌 Combining Large and Small LLMs to Boost Inference Time and Quality 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-05 | ⏱️ Read time: 8 min read Implementing Speculative and Contrastive Decoding

40 265

📌 How to Build a General-Purpose LLM Agent 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2024-12-05 | ⏱️ Read time: 13 min read A Step-by-Step Guide

40 265

📌 Break Free from the Individual Contributor Mindset. You Are a Manager Now. 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-05 | ⏱️ Read time: 16 min read 5 mistakes I see new managers make in their transition into leadership roles

40 265

📌 Don’t Flood Your Algorithms With Easy Examples – It Costs Money 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-05 | ⏱️ Read time: 8 min read A common mistake that slows down training and burns cash

40 265

📌 How to Transition Into Data Science-and Within Data Science 🗂 Category: CAREER ADVICE 🕒 Date: 2024-12-05 | ⏱️ Read time: 4 min read Our weekly selection of must-read Editors’ Picks and original features

40 265

📌 DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language… 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-05 | ⏱️ Read time: 10 min read Traditional RAG vs. dynamic RAG

40 265

📌 Building a Fantasy Football Research Agent with LangGraph 🗂 Category: 🕒 Date: 2024-12-05 | ⏱️ Read time: 10 min read An end-to-end guide covering integration with the Sleeper API, creation of a Streamlit UI, and…

40 265

📌 Who Does What in Data? A Practical Introduction to the Role of a Data Engineer & Data Scientist 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-12-05 | ⏱️ Read time: 17 min read What does a data engineer do differently to a data scientist?

40 265

📌 Chat with Your Images using Multimodal LLMs 🗂 Category: 🕒 Date: 2024-12-05 | ⏱️ Read time: 8 min read Learn how to build Llama 3.2-Vision locally in a chat-like mode, and explore its Multimodal…

40 265

📌 Multimodal RAG: Process Any File Type with AI 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-05 | ⏱️ Read time: 13 min read A beginner-friendly guide with example (Python) code

40 265

📌 Bridging the Data Literacy Gap 🗂 Category: WRITING 🕒 Date: 2024-12-06 | ⏱️ Read time: 16 min read The Advent, Evolution, and Current state of “Data Translators”

40 265

📌 Lasso and Elastic Net Regressions, Explained: A Visual Guide with Code Examples 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-06 | ⏱️ Read time: 19 min read Roping in key features using coordinate descent

40 265

📌 5 Python One-Liners to Kick Off Your Data Exploration 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-06 | ⏱️ Read time: 5 min read How to kickstart your EDA using simple one liners

40 265

📌 Reinforcement Learning: Self-Driving Cars to Self-Driving Labs 🗂 Category: DEEP LEARNING 🕒 Date: 2024-12-06 | ⏱️ Read time: 11 min read Understanding AI applications in bio for machine learning engineers

40 265

📌 How to Integrate AI and Data Science into Your Business Strategy 🗂 Category: STRATEGY 🕒 Date: 2024-12-06 | ⏱️ Read time: 14 min read Insider consulting guide to conducting a successful 2-day executive workshop

40 265

📌 I’m Doing the Advent of Code 2024 in Python - Day 1 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-07 | ⏱️ Read time: 5 min read Let’s see how many stars we’ll collect.

40 265

📌 How to Prepare for Your Data Science Behavioural Interview 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-07 | ⏱️ Read time: 6 min read My top tips to smash your next data science behavioural interview

40 265

📌 My #30DayMapChallenge 2024 🗂 Category: 🕒 Date: 2024-12-07 | ⏱️ Read time: 15 min read 30 Days, 30 Maps: My November Adventure in Digital Cartography

40 265

📌 Scientists Go Serious About Large Language Models Mirroring Human Thinking 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-08 | ⏱️ Read time: 15 min read A discussion of the latest research suggesting that LLMs do work like the human brain-with…