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

Network:Machine Learning with Python Syria227 Technologies & Applications3 336...

📈 Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 229 subscribers, ranking 3 336 in the Technologies & Applications category and 227 in the Syria region.

📊 Audience metrics and dynamics

Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 40 229 subscribers.

According to the latest data from 04 July, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 343 over the last 30 days and by 16 over the last 24 hours, overall reach remains high.

Verification status: Not verified
Engagement rate (ER): The average audience engagement rate is 1.92%. Within the first 24 hours after publication, content typically collects 1.89% reactions from the total number of subscribers.
Post reach: On average, each post receives 771 views. Within the first day, a publication typically gains 761 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 05 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.

40 229

Subscribers

+1624 hours

+837 days

+34330 days

771

Post views

~ 76124 hours

~ 1 00448 hours

1.92%

Engagement rate

~ 3

Posts per day

Ads index

beta

Posts Archive

40 237

📌 Building a PubMed Dataset 🗂 Category: DATA ENGINEERING 🕒 Date: 2024-10-31 | ⏱️ Read time: 6 min read Step-by-Step Instructions for Constructing a Dataset of PubMed-Listed Publications on Cardiovascular Disease Research

40 237

📌 Minimum Viable MLE 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Building a minimal production-ready sentiment analysis model

40 237

Join today and get 150% bonus! We will turn £100->£250 #ad InsideAds

40 237

📌 Les Miserables Social Network Analysis Using Marimo Notebooks and the NetworkX Python library 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 16 min read Build a Marimo notebook using NetworkX Python library, uncovering the hidden structures in Victor Hugo’s…

40 237

📌 How To Specialize In Data Science / Machine Learning 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Is it better to be a generalist or specialist?

40 237

📌 LLM Evaluation, AI Side Projects, User-Friendly Data Tables, and Other October Must-Reads 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 4 min read The stories that resonated the most with our community in the past month

40 237

📌 How I Improved My Productivity as a Data Scientist with Two Small Habits 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read How to incorporate these habits into your daily routine

40 237

📌 The Savant Syndrome: Is Pattern Recognition Equivalent to Intelligence? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 15 min read Exploring the limits of artificial intelligence: why mastering patterns may not equal genuine reasoning

40 237

📌 Game Theory, Part 2 – Nice Guys Finished First 🗂 Category: DATA SCIENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 8 min read Iterated Prisoner’s Dilemma Shows Nice Guys Can Finish First

40 237

📌 TIME-MOE: Billion-Scale Time Series Foundation Model with Mixture-of-Experts 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-10-31 | ⏱️ Read time: 9 min read And open-source as well!

40 237

📌 Awesome Plotly with Code Series (Part 3): Highlighting Bars in the Long Tails 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 7 min read Who said that the longer tails are not important? Let’s give them a proper way…

40 237

📌 On the Programmability of AWS Trainium and Inferentia 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 14 min read Accelerating AI/ML Model Training with Custom Operators – Part 4

40 237

📌 Build and Deploy a Multi-File RAG App to the Web 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min read Part 2 – Deploying to the web using Hugging Face Spaces

40 237

📌 Multimodal AI Search for Business Applications 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 19 min read Enabling businesses to extract real value from their data

40 237

📌 Choosing and Implementing Hugging Face Models 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-01 | ⏱️ Read time: 10 min read Pulling pre-trained models out of the box for your use case

40 237

📌 Unpopular Opinion: It’s Harder Than Ever to Be a Good Data Scientist 🗂 Category: DATA SCIENCE 🕒 Date: 2024-11-01 | ⏱️ Read time: 32 min read What working as a data scientist at various companies and industries over the past 6+…

40 237

📌 Unsupervised LLM Evaluations 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-11-02 | ⏱️ Read time: 14 min read Practitioners guide to judging outputs of large language models

40 237

📌 MOIRAI-MOE: Upgrading MOIRAI with Mixture-of-Experts for Enhanced Forecasting 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-02 | ⏱️ Read time: 10 min read The popular foundation time-series model just got an update!

40 237

📌 A Simple Example Using PCA for Outlier Detection 🗂 Category: 🕒 Date: 2024-11-02 | ⏱️ Read time: 24 min read Improve accuracy, speed, and memory usage by performing PCA transformation before outlier detection

40 237

📌 Should you learn how to code in the next decade? 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-11-02 | ⏱️ Read time: 7 min read Or will AI eat up all the software in the world?