Available now! Telegram Research 2025 โ the year's key insights 
Data Analytics
Open in Telegram
Dive into the world of Data Analytics โ uncover insights, explore trends, and master data-driven decision making. Admin: @HusseinSheikho || @Hussein_Sheikho
Show more๐ Analytical overview of Telegram channel Data Analytics
Channel Data Analytics (@dataanalyticsx) in the English language segment is an active participant. Currently, the community unites 28 947 subscribers, ranking 4 736 in the Technologies & Applications category and 22 805 in the Russia region.
๐ Audience metrics and dynamics
Since its creation on ะฝะตะฒัะดะพะผะพ, the project has demonstrated rapid growth, gathering an audience of 28 947 subscribers.
According to the latest data from 11 June, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 493 over the last 30 days and by 20 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 3.86%. Within the first 24 hours after publication, content typically collects 0.99% reactions from the total number of subscribers.
- Post reach: On average, each post receives 1 118 views. Within the first day, a publication typically gains 287 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 2.
- Thematic interests: Content is focused on key topics such as sellerflash, buybox, buyer, chaos, effortless.
๐ Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
โDive into the world of Data Analytics โ uncover insights, explore trends, and master data-driven decision making.
Admin: @HusseinSheikho || @Hussein_Sheikhoโ
Thanks to the high frequency of updates (latest data received on 12 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.
28 947
Subscribers
+2024 hours
+757 days
+49330 days
Posts Archive
28 952
๐ Python isnโt just a programming languageโฆ itโs a career accelerator.
From data science to web development, automation to AI โ Python is powering it all.
Hereโs the reality ๐
When you combine Python with the right tools, you unlock entire industries:
โช๏ธ Python + Pandas โ Data manipulation
โช๏ธ Python + Scikit-learn โ Machine learning
โช๏ธ Python + TensorFlow โ Deep learning
โช๏ธ Python + Matplotlib / Seaborn โ Data visualization
โช๏ธ Python + BeautifulSoup โ Web scraping
โช๏ธ Python + Selenium โ Browser automation
โช๏ธ Python + FastAPI โ High-performance APIs
โช๏ธ Python + SQLAlchemy โ Database access
โช๏ธ Python + Flask / Django โ Web development
โช๏ธ Python + OpenCV โ Computer vision
โช๏ธ Python + Pygame โ Game development
๐ก One language. Endless possibilities.
28 952
๐ฌ๐ผ๐ ๐ฑ๐ผ๐ปโ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐บ๐ผ๐ฟ๐ฒ ๐ฐ๐ผ๐๐ฟ๐๐ฒ๐ ๐๐ผ ๐ฐ๐ฟ๐ฎ๐ฐ๐ธ ๐๐/๐ ๐ ๐ถ๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐๐. ๐ฌ๐ผ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐ฎ ๐๐ต๐ฎ๐ฟ๐ฝ ๐ฝ๐ฟ๐ฒ๐ฝ ๐๐๐ฎ๐ฐ๐ธ.
Most people consume content.
Top candidates train with the right repos.
Hereโs a tight 9-repo stack that actually moves the needle:
๐ญ โคท ๐ฆ๐๐๐๐ฒ๐บ ๐๐ฒ๐๐ถ๐ด๐ป ๐ฃ๐ฟ๐ถ๐บ๐ฒ๐ฟ (344k โญ๏ธ)
https://lnkd.in/grVdK9X5
โณ Scale, trade-offs, real architecture thinking
โณ What you say in design rounds starts here
๐ฎ โคท ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐ ๐ถ๐ป ๐ฃ๐๐๐ต๐ผ๐ป (220k โญ๏ธ)
https://lnkd.in/gdeUgjsi
โณ Clean implementations
โณ Sharpens fundamentals for coding + ML logic
๐ฏ โคท ๐ง๐ฒ๐ฐ๐ต ๐๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐ ๐๐ฎ๐ป๐ฑ๐ฏ๐ผ๐ผ๐ธ (139k โญ๏ธ)
https://lnkd.in/gmwpV865
โณ End-to-end prep: DSA + design + behavioral
โณ Use it to structure your weeks
๐ฐ โคท ๐๐๐ฒ๐๐ผ๐บ๐ฒ ๐ ๐ (72.3k โญ๏ธ)
https://lnkd.in/gSGVvmBB
โณ Curated ML resources, papers, tools
โณ Fill gaps fast without noise
๐ฑ โคท ๐๐๐ฒ๐๐ผ๐บ๐ฒ ๐ฆ๐ฐ๐ฎ๐น๐ฎ๐ฏ๐ถ๐น๐ถ๐๐ (76.6k โญ๏ธ)
https://lnkd.in/gt3R-nhm
โณ Real systems, real trade-offs
โณ Turns theory into production thinking
๐ฒ โคท ๐ญ๐ฌ๐ฌ ๐๐ฎ๐๐ ๐ผ๐ณ ๐ ๐ (50.7k โญ๏ธ)
https://lnkd.in/gyBQF3dv
โณ Daily reps โ consistency
โณ Concepts + code together
๐ณ โคท ๐ ๐ฎ๐๐ต ๐ณ๐ผ๐ฟ ๐ ๐ (15.4k โญ๏ธ)
https://lnkd.in/g_TYTu5J
โณ Linear algebra, stats, optimization
โณ Clears โI kinda get itโ confusion
๐ด โคท ๐ ๐ ๐ง๐ฒ๐ฐ๐ต๐ป๐ถ๐ฐ๐ฎ๐น ๐๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐๐ (8.1k โญ๏ธ)
https://lnkd.in/dTt3syu2
โณ Focused ML interview questions
โณ Practice how youโll actually be evaluated
๐ต โคท ๐ฒ๐ฑ ๐ ๐ ๐๐ป๐๐ฒ๐ฟ๐๐ถ๐ฒ๐ ๐ค๐ (4.6k โญ๏ธ)
https://lnkd.in/dcT9EksV
โณ Fast revision set
โณ Perfect before interviews
๐ญ๐ฌ โคท ๐๐ผ๐ ๐๐ผ ๐๐๐ฒ ๐๐ต๐ถ๐ ๐ฝ๐ฟ๐ผ๐ฝ๐ฒ๐ฟ๐น๐
Fundamentals โ Algorithms + Math
โผ
System Design โ Scalability
โผ
ML Concepts โ Practice Questions
โผ
Daily Coding โ Consistency
No jumping. No chaos. Just progression.
๐ญ๐ญ โคท ๐ช๐ต๐ฎ๐ ๐๐ฒ๐ฝ๐ฎ๐ฟ๐ฎ๐๐ฒ๐ ๐๐ผ๐ฝ ๐ฐ๐ฎ๐ป๐ฑ๐ถ๐ฑ๐ฎ๐๐ฒ๐
โณ They donโt collect resources
โณ They reuse a small, high-signal stack
โณ They practice like itโs a system, not a mood
Thatโs the edge.
๐ฌ๐ผ๐ ๐ฑ๐ผ๐ปโ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐ฑ๐ฌ ๐ฟ๐ฒ๐ฝ๐ผ๐. ๐ฌ๐ผ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐ต ๐ฎ๐ป๐ฑ ๐ฎ ๐ฝ๐น๐ฎ๐ป.
28 952
๐งฎ $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.
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28 952
This channels is for Programmers, Coders, Software Engineers.
0๏ธโฃ Python
1๏ธโฃ Data Science
2๏ธโฃ Machine Learning
3๏ธโฃ Data Visualization
4๏ธโฃ Artificial Intelligence
5๏ธโฃ Data Analysis
6๏ธโฃ Statistics
7๏ธโฃ Deep Learning
8๏ธโฃ programming Languages
โ
https://t.me/addlist/8_rRW2scgfRhOTc0
โ
https://t.me/Codeprogrammer
28 952
Repost from Machine Learning with Python
๐ 3 websites with tasks for improving ML skills
A good selection for those who want to improve their skills in practice, rather than just reading theory:
โถ๏ธ Deep-ML โ a complete stack from matrices to neural networks;
โถ๏ธ Tensorgym โ practical exercises in ML;
โถ๏ธ NeetCode ML โ the ML section from the authors of a well-known platform for preparing for interviews.
tags: #ML #DataScience #DataAnalysis
โก https://t.me/CodeProgrammer
28 952
Repost from Machine Learning with Python
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Areas covered: #Python #AI #Cisco #PMP #Fortinet #AWS #Azure #Excel #CompTIA #ITIL #Cloud + more
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๐ https://bit.ly/3QEfWek
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๐ฒ Need exam help? Contact admin: wa.link/40f942
๐ฌ Join our study group (free tips & support): https://chat.whatsapp.com/K3n7OYEXgT1CHGylN6fM5a
28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
In the last 14 days, 63% of retail trades were stopped outโฆ but not because the market โhatesโ you - itโs the plan thatโs missing. ๐๐๐๐ง๐๐ฃ๐๐ฃ ๐๐ ๐ฃ๐๐ฅ๐ 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
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28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
Hereโs the $100 mistake most traders make in the first 7 minutes of London open. Itโs not โbad signalsโ - itโs chasing the first candle while spreads + fakeouts spike. We break the blind spot with daily setups, market context, and mentoring inside ๐๐๐๐ง๐๐ฃ๐๐ฃ ๐๐ ๐ฃ๐๐ฅ๐. Move faster than the market. Join
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28 952
Repost from Machine Learning with Python
GitHub repositories to enhance your Python proficiency:
- Web development with Django โ https://github.com/django/django
- Data Science tools โ https://github.com/rasbt/python-machine-learning-book
- Algorithmic challenges โ https://github.com/TheAlgorithms/Python
- Machine learning recipes โ https://github.com/ageron/handson-ml2
- Testing best practices โ https://github.com/pytest-dev/pytest
- Automation scripts โ https://github.com/soimort/you-get
- Advanced Python concepts โ https://github.com/faif/python-patterns
Bookmark and share
https://t.me/CodeProgrammer ๐
28 952
Repost from Machine Learning with Python
Follow the Machine Learning with Python channel on WhatsApp: https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
28 952
Invest and earn upto 3000$ in 24 hrs
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28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
๐งฎ $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.
๐ Join for Free, Click here
#ad ๐ข InsideAd
28 952
This channels is for Programmers, Coders, Software Engineers.
0๏ธโฃ Python
1๏ธโฃ Data Science
2๏ธโฃ Machine Learning
3๏ธโฃ Data Visualization
4๏ธโฃ Artificial Intelligence
5๏ธโฃ Data Analysis
6๏ธโฃ Statistics
7๏ธโฃ Deep Learning
8๏ธโฃ programming Languages
โ
https://t.me/addlist/8_rRW2scgfRhOTc0
โ
https://t.me/Codeprogrammer
