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Machine Learning

Machine Learning

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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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📈 Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 323 subscribers, ranking 3 332 in the Technologies & Applications category and 225 in the Syria region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 40 323 subscribers.

According to the latest data from 09 July, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 378 over the last 30 days and by 30 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 2.23%. Within the first 24 hours after publication, content typically collects 1.95% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 897 views. Within the first day, a publication typically gains 788 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 3.
  • Thematic interests: Content is focused on key topics such as distance, insidead, gpu, learning, degree.

📝 Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

Thanks to the high frequency of updates (latest data received on 10 July, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Technologies & Applications category.

40 323
Subscribers
+3024 hours
+1067 days
+37830 days
Posts Archive
📌 5 Essential Tips Learned from My Data Science Journey 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-02 | ⏱️ Read time: 7 min
📌 5 Essential Tips Learned from My Data Science Journey 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-02 | ⏱️ Read time: 7 min read Personal reflections on my 10-year data odyssey

📌 Awesome Plotly with code series (Part 9): To dot, to slope or to stack? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-02 | ⏱️
📌 Awesome Plotly with code series (Part 9): To dot, to slope or to stack? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-02 | ⏱️ Read time: 14 min read Simple methods to replace cluttered bar charts with crisp, reader-friendly visuals.

📌 Supercharge Your RAG with Multi-Agent Self-RAG 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 15 m
📌 Supercharge Your RAG with Multi-Agent Self-RAG 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 15 min read Introduction Many of us might have tried to build a RAG application and noticed it…

📌 Training Large Language Models: From TRPO to GRPO 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 1
📌 Training Large Language Models: From TRPO to GRPO 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 10 min read DeepSeek has recently made quite a buzz in the AI community, thanks to its impressive…

📌 Myths vs. Data: Does an Apple a Day Keep the Doctor Away? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-05 | ⏱️ Read time: 10
📌 Myths vs. Data: Does an Apple a Day Keep the Doctor Away? 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-05 | ⏱️ Read time: 10 min read Introduction “Money can’t buy happiness.” “You can’t judge a book by its cover.” “An apple…

📌 A Visual Guide to How Diffusion Models Work 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-02-06 | ⏱️ Read time: 26 min read
📌 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,…

📌 Deep Dive into WebSockets and Their Role in Client-Server Communication 🗂 Category: 🕒 Date: 2025-02-03 | ⏱️ Read time: 9
📌 Deep Dive into WebSockets and Their Role in Client-Server Communication 🗂 Category: 🕒 Date: 2025-02-03 | ⏱️ Read time: 9 min read How WebSockets work, its tradeoffs, and how to design a real time messaging app

📌 How to Find Seasonality Patterns in Time Series 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min read U
📌 How to Find Seasonality Patterns in Time Series 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min read Using Fourier Transform to detect seasonal components

📌 How to Get Promoted as a Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min read Advice fr
📌 How to Get Promoted as a Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min read Advice from a Lead Data Scientist with 2 promotions in under 2 years

📌 Neural Networks – Intuitively and Exhaustively Explained 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 28
📌 Neural Networks – Intuitively and Exhaustively Explained 🗂 Category: DATA SCIENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 28 min read An in-depth exploration of the most fundamental architecture in modern AI.

📌 Show and Tell 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 18 min read Implementing one of the
📌 Show and Tell 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-02-03 | ⏱️ Read time: 18 min read Implementing one of the earliest neural image caption generator models with PyTorch.

📌 Towards Data Science is Launching as an Independent Publication 🗂 Category: 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min rea
📌 Towards Data Science is Launching as an Independent Publication 🗂 Category: 🕒 Date: 2025-02-03 | ⏱️ Read time: 7 min read Since founding Towards Data Science in 2016, we’ve built the largest publication on Medium with…

📌 ML Feature Management: A Practical Evolution Guide 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-02-04 | ⏱️ Read time: 5 min
📌 ML Feature Management: A Practical Evolution Guide 🗂 Category: MACHINE LEARNING 🕒 Date: 2025-02-04 | ⏱️ Read time: 5 min read In the world of machine learning, we obsess over model architectures, training pipelines, and hyper-parameter…

“No one ever told me the secret to waking up UNSTOPPABLE—until I found this…” Want to know the 2 habits that turned average m
“No one ever told me the secret to waking up UNSTOPPABLE—until I found this…” Want to know the 2 habits that turned average minds into legends? Don’t make the mistake I did—miss out. Here’s what changed everything #إعلان InsideAds

📌 From Resume to Cover Letter Using AI and LLM, with Python and Streamlit 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-0
📌 From Resume to Cover Letter Using AI and LLM, with Python and Streamlit 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 16 min read DISCLAIMER: The idea of doing Cover Letter or even Resume with AI does not obviously…

📌 Supercharge Your RAG with Multi-Agent Self-RAG 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 15 m
📌 Supercharge Your RAG with Multi-Agent Self-RAG 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-02-05 | ⏱️ Read time: 15 min read Introduction Many of us might have tried to build a RAG application and noticed it…

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Why does your favorite wine taste like vanilla, chocolate, or even spice? Unlock the secret world of winemaking with Simply Wine | Great Wine Lover — where passionate sippers discover what’s really in their glass. Explore honest reviews, rare finds, and winemaker secrets, all served in simple language. Ready to taste wine with new eyes? Dive in now for a fresh glass of insight! #إعلان InsideAds

Want to find a book that’ll change your mindset? Every day, we share honest reviews and powerful book tips so you never waste
Want to find a book that’ll change your mindset? Every day, we share honest reviews and powerful book tips so you never waste time on the wrong read. Ready to uncover your next favorite read before anyone else? Join Books Reviewer now for your daily shortcut to inspiration. #إعلان InsideAds

+229.7% profit on ONE trade? Nobody believed me until I saw it myself. “This can’t be real…” But the numbers don’t lie. Elite
+229.7% profit on ONE trade? Nobody believed me until I saw it myself. “This can’t be real…” But the numbers don’t lie. Elite signals. Ruthless precision. What’s the secret behind these gains? Find out before it goes public #إعلان InsideAds

Why does a glass of Chardonnay taste so creamy, while another feels crisp and fresh? Unlock the secrets behind wine’s flavors
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