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 343...

📈 Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 255 subscribers, ranking 3 343 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 40 255 subscribers.

According to the latest data from 06 July, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 336 over the last 30 days and by -4 over the last 24 hours, overall reach remains high.

Verification status: Not verified
Engagement rate (ER): The average audience engagement rate is 2.25%. Within the first 24 hours after publication, content typically collects 1.88% reactions from the total number of subscribers.
Post reach: On average, each post receives 906 views. Within the first day, a publication typically gains 758 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 07 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.

40 255

Subscribers

-424 hours

+917 days

+33630 days

906

Post views

~ 75824 hours

~ 1 03748 hours

2.25%

Engagement rate

~ 3

Posts per day

Ads index

beta

Posts Archive

40 255

📌 Understanding DDPG: The Algorithm That Solves Continuous Action Control Challenges 🗂 Category: 🕒 Date: 2024-12-11 | ⏱️ Read time: 11 min read Discover how DDPG solves the puzzle of continuous action control, unlocking possibilities in AI-driven medical…

40 255

📌 How to Price with Machine Learning 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-11 | ⏱️ Read time: 6 min read Customizing neural networks to fit price-response functions

40 255

📌 Measuring the Cost of Production Issues on Development Teams 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-11 | ⏱️ Read time: 9 min read Deprioritizing quality sacrifices both software stability and velocity, leading to costly issues. Investing in quality…

40 255

📌 I’m Doing the Advent of Code 2024 in Python – Day 2 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-11 | ⏱️ Read time: 5 min read Let’s see how many stars we’ll collect.

40 255

📌 5 Essential Tips to Build Business Dashboards Stakeholders Love 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-11 | ⏱️ Read time: 9 min read A practical guide to designing clear, effective, and actionable dashboards for decision-making

40 255

📌 Navigating Soft Actor-Critic Reinforcement Learning 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-12 | ⏱️ Read time: 11 min read Explanation, Theory, Implementation, Results and Applications to Bioengineering

40 255

📌 TSMixer: Google’s Innovative Deep Learning Forecasting Model 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-12 | ⏱️ Read time: 9 min read Combining lightweight design with high forecasting accuracy

40 255

📌 ROC AUC Explained: A Beginner’s Guide to Evaluating Classification Models 🗂 Category: DATA SCIENCE 🕒 Date: 2025-09-17 | ⏱️ Read time: 10 min read Understand how ROC curves and AUC help you go beyond accuracy with visuals and examples.

40 255

📌 Deploying AI Safely and Responsibly 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-17 | ⏱️ Read time: 12 min read Experts debunk the biggest myths about trustworthy AI

40 255

📌 Evaluating Your RAG Solution 🗂 Category: LARGE LANGUAGE MODELS 🕒 Date: 2025-09-17 | ⏱️ Read time: 15 min read A guide to building and evaluating RAG solutions by leveraging LLM-as-a-Judge capabilities.

40 255

📌 RAG Explained: Understanding Embeddings, Similarity, and Retrieval 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2025-09-17 | ⏱️ Read time: 10 min read Let’s take a closer look at how the retrieval mechanism works

40 255

📌 Analysis of Sales Shift in Retail with Causal Impact: A Case Study at Carrefour 🗂 Category: DATA SCIENCE 🕒 Date: 2025-09-17 | ⏱️ Read time: 12 min read Applying causal inference to measure the effect of product unavailability on retail sales at Carrefour

40 255

📌 Data-Driven Decision Making with Sentiment Analysis in R 🗂 Category: NATURAL LANGUAGE PROCESSING 🕒 Date: 2025-01-21 | ⏱️ Read time: 15 min read Leveraging the Quanteda, Textstem and Sentimentr Packages to Extract Customer Insights and Enhance Business Strategy

40 255

📌 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”

40 255

📌 Extracting Structured Vehicle Data from Images 🗂 Category: 🕒 Date: 2025-01-27 | ⏱️ Read time: 10 min read Build an Automated Vehicle Documentation System that Extracts Structured Information from Images, using OpenAI API,…

40 255

📌 Data Valuation – A Concise Overview 🗂 Category: DATA SCIENCE 🕒 Date: 2024-12-12 | ⏱️ Read time: 11 min read ChatGPT and similar LLMs were trained on insane amounts of data. OpenAI and Co. scraped…

40 255

📌 The Economics of Artificial Intelligence, Causal Tools, ChatGPT’s Impact, and Other Holiday Reads 🗂 Category: CHATGPT 🕒 Date: 2024-12-12 | ⏱️ Read time: 5 min read Our weekly selection of must-read Editors’ Picks and original features

40 255

📌 SQLite in Production: Dreams Becoming Reality 🗂 Category: 🕒 Date: 2024-12-12 | ⏱️ Read time: 12 min read On the virtues of radical simplicity

40 255

📌 Why “AI Can’t Reason” Is a Bias 🗂 Category: ARTIFICIAL INTELLIGENCE 🕒 Date: 2024-12-12 | ⏱️ Read time: 11 min read We humans are proud creatures

40 255

📌 CV VideoPlayer – Once and For All 🗂 Category: MACHINE LEARNING 🕒 Date: 2024-12-12 | ⏱️ Read time: 6 min read A Python video player package made for computer vision research