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Machine Learning

Machine Learning

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Real Machine Learning โ€” simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho

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๐Ÿ“ˆ Analytical overview of Telegram channel Machine Learning

Channel Machine Learning (@machinelearning9) in the English language segment is an active participant. Currently, the community unites 40 040 subscribers, ranking 3 406 in the Technologies & Applications category and 232 in the Syria region.

๐Ÿ“Š Audience metrics and dynamics

Since its creation on ะฝะตะฒั–ะดะพะผะพ, the project has demonstrated rapid growth, gathering an audience of 40 040 subscribers.

According to the latest data from 22 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 372 over the last 30 days and by 2 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 1.94%. Within the first 24 hours after publication, content typically collects 1.16% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 775 views. Within the first day, a publication typically gains 466 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.

๐Ÿ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
โ€œReal Machine Learning โ€” simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikhoโ€

Thanks to the high frequency of updates (latest data received on 23 June, 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.

40 040
Subscribers
+224 hours
+237 days
+37230 days
Posts Archive
๐Ÿ“Œ How to Get Hired in the AI Era ๐Ÿ—‚ Category: CAREER ADVICE ๐Ÿ•’ Date: 2026-05-01 | โฑ๏ธ Read time: 7 min read What people actua
๐Ÿ“Œ How to Get Hired in the AI Era ๐Ÿ—‚ Category: CAREER ADVICE ๐Ÿ•’ Date: 2026-05-01 | โฑ๏ธ Read time: 7 min read What people actually look for when hiring juniors that stand out. #DataScience #AI #Python

๐Ÿงฎ $40/day ร— 30 days = $1,200/month. That's what my students average. From their phone. In 10 minutes a day. No degree needed
๐Ÿงฎ $40/day ร— 30 days = $1,200/month. That's what my students average. From their phone. In 10 minutes a day. No degree needed. No investment knowledge required. Just Copy & Paste my moves. I'm Tania, and this is real. ๐Ÿ‘‰ Join for Free, Click here #ad ๐Ÿ“ข InsideAd

Leaked 7โ€‘minute preโ€‘trade checklist: I stole this after watching 12 losing trades in a rowโ€ฆ and it flipped my next 3 sessions
Leaked 7โ€‘minute preโ€‘trade checklist: I stole this after watching 12 losing trades in a rowโ€ฆ and it flipped my next 3 sessions. 1) mark the 2 liquidity levels first, 2) wait for the 15m sweep, 3) confirm 1 candle shift, 4) set 1R autoโ€‘rule, 5) log the screenshot before entry. Want the template? Join Checklist #ad ๐Ÿ“ข InsideAd

๐Ÿ’ก Level Up Your IT Career in 2026 โ€“ For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #I
๐Ÿ’ก Level Up Your IT Career in 2026 โ€“ For FREE Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more ๐Ÿ”— Download each free resource here: โ€ข Free Courses (Python, Excel, Cyber Security, Cisco, SQL, ITIL, PMP, AWS) ๐Ÿ‘‰https://bit.ly/4ejSFbz โ€ข IT Certs E-book ๐Ÿ‘‰ https://bit.ly/42y8owh โ€ข IT Exams Skill Test ๐Ÿ‘‰ https://bit.ly/42kp7Dv โ€ข Free AI Materials & Support Tools ๐Ÿ‘‰ https://bit.ly/3QEfWek โ€ข Free Cloud Study Guide ๐Ÿ‘‰https://bit.ly/4u8Zb9r ๐Ÿ“ฒ Need exam help? Contact admin: wa.link/40f942 ๐Ÿ’ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a

๐Ÿ“Œ Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-30 | โฑ
๐Ÿ“Œ Why AI Engineers Are Moving Beyond LangChain to Native Agent Architectures ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-30 | โฑ๏ธ Read time: 8 min read Frameworks accelerated the first wave of LLM apps, but production demands a different architecture. #DataScience #AI #Python

๐Ÿ“Œ How to Study the Monotonicity and Stability of Variables in a Scoring Model using Python ๐Ÿ—‚ Category: DATA SCIENCE ๐Ÿ•’ Date
๐Ÿ“Œ How to Study the Monotonicity and Stability of Variables in a Scoring Model using Python ๐Ÿ—‚ Category: DATA SCIENCE ๐Ÿ•’ Date: 2026-04-30 | โฑ๏ธ Read time: 10 min read How can you validate that your variables tell a consistent risk? #DataScience #AI #Python

๐Ÿ“Œ Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings ๐Ÿ—‚ Category: LARGE LANGUAGE MODEL ๐Ÿ•’ Date: 2026-04-30
๐Ÿ“Œ Proxy-Pointer RAG: Multimodal Answers Without Multimodal Embeddings ๐Ÿ—‚ Category: LARGE LANGUAGE MODEL ๐Ÿ•’ Date: 2026-04-30 | โฑ๏ธ Read time: 15 min read Structure is all you need #DataScience #AI #Python

๐Ÿ“Œ A Gentle Introduction to Stochastic Programming ๐Ÿ—‚ Category: MATHEMATICS ๐Ÿ•’ Date: 2026-04-30 | โฑ๏ธ Read time: 15 min read H
๐Ÿ“Œ A Gentle Introduction to Stochastic Programming ๐Ÿ—‚ Category: MATHEMATICS ๐Ÿ•’ Date: 2026-04-30 | โฑ๏ธ Read time: 15 min read How to make decisions when your spreadsheet is lying about the future #DataScience #AI #Python

๐Ÿ“Œ 4 YAML Files Instead of PySpark: How We Let Analysts Build Data Pipelines Without Engineers ๐Ÿ—‚ Category: DATA ENGINEERING
๐Ÿ“Œ 4 YAML Files Instead of PySpark: How We Let Analysts Build Data Pipelines Without Engineers ๐Ÿ—‚ Category: DATA ENGINEERING ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time: 10 min read How we replaced Python pipelines with dlt, dbt, and Trino โ€” and cut delivery timeโ€ฆ #DataScience #AI #Python

How a University Student Built a Game Changing Bot for Polymarket โ€“ And You Can Use It Too A computer science student built a
How a University Student Built a Game Changing Bot for Polymarket โ€“ And You Can Use It Too A computer science student built a bot that snipes trades before the market reacts! Meet Peter, who automated crypto trading by tracking blockchain data delays. He created the Oracle Lag Sniper to get in on Polymarket trades faster than anyone else. โšก Why it works: โ€ข Super Fast Execution: Snipes trades before the market catches up โ€ข Polymarket-Optimized: Built for speed & accuracy โ€ข Open Source & Free: Tweak it as you wish โ€ข Easy Setup: No tech skills required! Start using the Oracle Lag Sniper today. Head to GitHub, set it up, and make smarter, quicker trades. Sponsored by Polymarket Analytics

๐Ÿ“Œ System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine ๐Ÿ—‚ Category: DATA
๐Ÿ“Œ System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine ๐Ÿ—‚ Category: DATA SCIENCE ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time: 17 min read A deep dive into how Apache Flink works, why it exists, and learning it whileโ€ฆ #DataScience #AI #Python

In the last 14 days, 63% of retail trades were stopped outโ€ฆ but not because the market โ€œhatesโ€ you - itโ€™s the plan thatโ€™s mis
In the last 14 days, 63% of retail trades were stopped outโ€ฆ but not because the market โ€œhatesโ€ you - itโ€™s the plan thatโ€™s missing. ๐—˜๐—Ÿ๐—œ๐—ง๐—˜๐—ฃ๐—œ๐—ฃ ๐—˜๐— ๐—ฃ๐—œ๐—ฅ๐—˜ helps you trade calmer with daily setups, clear levels, and 1-on-1 support when you feel stuck. Less panic. More structure. Request access here: Join #ad ๐Ÿ“ข InsideAd

๐Ÿ“Œ Agentic AI: How to Save on Tokens ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time: 26 min read Caching, lazy-lo
๐Ÿ“Œ Agentic AI: How to Save on Tokens ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time: 26 min read Caching, lazy-loading, routing, compaction, and more #DataScience #AI #Python

๐Ÿ“Œ Ensembles of Ensembles of Ensembles: A Guide to Stacking ๐Ÿ—‚ Category: MACHINE LEARNING ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time:
๐Ÿ“Œ Ensembles of Ensembles of Ensembles: A Guide to Stacking ๐Ÿ—‚ Category: MACHINE LEARNING ๐Ÿ•’ Date: 2026-04-29 | โฑ๏ธ Read time: 9 min read The best machine learning model is not one model #DataScience #AI #Python

๐Ÿ“Œ Correlation Doesnโ€™t Mean Causation! But What Does It Mean? ๐Ÿ—‚ Category: DATA SCIENCE ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 6
๐Ÿ“Œ Correlation Doesnโ€™t Mean Causation! But What Does It Mean? ๐Ÿ—‚ Category: DATA SCIENCE ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 6 min read What does correlation tells us? #DataScience #AI #Python

๐Ÿ“Œ Let the AI Do the Experimenting ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 14 min read Using autoresearch
๐Ÿ“Œ Let the AI Do the Experimenting ๐Ÿ—‚ Category: AGENTIC AI ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 14 min read Using autoresearch to optimise marketing campaigns under budget constraints #DataScience #AI #Python

I watched 3 traders blow accounts in 7 daysโ€ฆ for the same 1 mistake. Hereโ€™s the fix. Leaked Checklist (ELITEPIP EMPIRE): - Sp
I watched 3 traders blow accounts in 7 daysโ€ฆ for the same 1 mistake. Hereโ€™s the fix. Leaked Checklist (ELITEPIP EMPIRE): - Spot the 2 news traps that fake out โ€œeasyโ€ entries - Use the 3-step setup filter to skip low-quality signals - Lock risk with a 1-minute position plan - Read market bias in under 5 minutes Join & level up | Get access #ad ๐Ÿ“ข InsideAd

๐Ÿ“Œ PyTorch NaNs Are Silent Killers โ€” So I Built a 3ms Hook to Catch Them at the Exact Layer ๐Ÿ—‚ Category: DEEP LEARNING ๐Ÿ•’ Dat
๐Ÿ“Œ PyTorch NaNs Are Silent Killers โ€” So I Built a 3ms Hook to Catch Them at the Exact Layer ๐Ÿ—‚ Category: DEEP LEARNING ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 11 min read NaNs donโ€™t crash your training โ€” they quietly destroy it. After losing hours to aโ€ฆ #DataScience #AI #Python

Most AAU econ students spend hours struggling with materials, not knowing the hidden cost: relying only on lecture notes limi
Most AAU econ students spend hours struggling with materials, not knowing the hidden cost: relying only on lecture notes limits your exam success. Unlock stress-free preparation with our complete, verified materials, past exams, and reference books-all in one place. Study smarter, stay confident, and ace the future! Join us now ๐Ÿ‘‰ AAU ECONOMICS STUDENT2018 #ad ๐Ÿ“ข InsideAd

๐Ÿ“Œ The Next Frontier of AI in Production Is Chaos Engineering ๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ R
๐Ÿ“Œ The Next Frontier of AI in Production Is Chaos Engineering ๐Ÿ—‚ Category: ARTIFICIAL INTELLIGENCE ๐Ÿ•’ Date: 2026-04-28 | โฑ๏ธ Read time: 18 min read Blast-radius control tells you how much to break. Intent tells you what breaking it willโ€ฆ #DataScience #AI #Python