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Data Science & Machine Learning

Data Science & Machine Learning

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The first channel on Telegram that offers exciting questions, answers, and tests in data science, artificial intelligence, machine learning, and programming languages. For promotions: @love_data

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Data AnalyticsNetwork:Data AnalyticsIndia16 012Education7 207

๐Ÿ“ˆ Analytical overview of Telegram channel Data Science & Machine Learning

Channel Data Science & Machine Learning (@datascienceinterviews) in the English language segment is an active participant. Currently, the community unites 27 224 subscribers, ranking 7 207 in the Education category and 16 012 in the India region.

๐Ÿ“Š Audience metrics and dynamics

Since its creation on ะฝะตะฒั–ะดะพะผะพ, the project has demonstrated rapid growth, gathering an audience of 27 224 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 90 over the last 30 days and by -3 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 0.71%. Within the first 24 hours after publication, content typically collects 0.62% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 192 views. Within the first day, a publication typically gains 169 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 1.
  • Thematic interests: Content is focused on key topics such as insidead, mining, pinix, learning, neo.

๐Ÿ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
โ€œThe first channel on Telegram that offers exciting questions, answers, and tests in data science, artificial intelligence, machine learning, and programming languages. For promotions: @love_dataโ€

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 Education category.

27 224
Subscribers
-324 hours
-37 days
+9030 days
Posts Archive
Data Science & Machine Learning
Data Science & Machine Learning
27 229
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 10
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 100% Trusted Platform ๐Ÿ”ฅ BIG PROFITS ARE WAITING FOR YOU ๐Ÿ”ฅ ๐Ÿ‘‰ JOIN NOW ๐Ÿ‘ˆ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ† WIN MORE โ€ข EARN MORE ๐Ÿ† โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ that most traders are stuck in the dark ages, relying on outdated strategies? ๐Ÿง๐Ÿ’ธ Join the Trading Revolution
Did you knowโ€ฆ that most traders are stuck in the dark ages, relying on outdated strategies? ๐Ÿง๐Ÿ’ธ Join the Trading Revolution and experience real market shifts with proven insights and expert tips! I spent countless hours digging through the noise, just to find top-notch analysis tucked away in the shadows. Inside this community lies everything you need for successful trading in crypto, forex, and more! Donโ€™t miss out on making profits like others do! ๐Ÿ‘‰ grab your spot now! #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Unlock Practical AI Workflows Did you know that AI is transforming how we manage our tasks? ๐Ÿš€๐Ÿ”ฅ From coding agents enhancing
Unlock Practical AI Workflows Did you know that AI is transforming how we manage our tasks? ๐Ÿš€๐Ÿ”ฅ From coding agents enhancing enterprise workflows to customer support evolving into AI-driven networks, the future is here! ๐Ÿค–๐Ÿ’ก Butโ€ฆ the real question that remains is: How do you maximize the potential of these AI tools in your daily operations? - Discover the essential steps to integrate AI seamlessly into your business. - Understand the shift from simple chatbots to impactful workflows. - Learn how to define clear processes that keep AI effective and efficient. Donโ€™t miss out on the insights that could revolutionize your work! ๐Ÿ‘‰ Join the AI Lab #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ SPEEDโ€™s payout glitch isnโ€™t public ๐Ÿคซ๐Ÿงฉโšก๏ธ I wasnโ€™t supposed to say this, but insiders are using the 1โ€‘minute wi
Did you knowโ€ฆ SPEEDโ€™s payout glitch isnโ€™t public ๐Ÿคซ๐Ÿงฉโšก๏ธ I wasnโ€™t supposed to say this, but insiders are using the 1โ€‘minute window to catch the multiplier before the move printsโ€ฆ ๐Ÿ‘€๐Ÿ“ˆ The part everyone misses: itโ€™s not about โ€œUP or DOWNโ€โ€ฆ itโ€™s about when you enter - and the bot quietly shows you the clue right before it matters ๐Ÿ”ฅโฑ ๐Ÿ‘‰ Unlock SPEED in Live Mode #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
๐Ÿคซ Unlock Culinary Magic - Did you know that 72% of home cooks struggle to utilize the ingredients they have? But hereโ€™s the
๐Ÿคซ Unlock Culinary Magic - Did you know that 72% of home cooks struggle to utilize the ingredients they have? But hereโ€™s the inside scoop: with just a photo or voice note of your fridge, our AI chef instantly conjures up customizable recipes tailored to what you already own. ๐Ÿณโœจ - Transform leftovers into gourmet meals. - Reduce food waste and save money. - Get inspired instantly, no planning required! Join the exclusive circle of savvy cooks today and revolutionize your meal prep. โžก๏ธ Start cooking now! #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Stop. Grab the 22BET welcome bonus now ๐Ÿš€๐Ÿ”ฅโšก๐Ÿ’ฐ๐ŸŽฒ Unbelievable but proven: most bettors skip free EV by not claiming boosts up
Stop. Grab the 22BET welcome bonus now ๐Ÿš€๐Ÿ”ฅโšก๐Ÿ’ฐ๐ŸŽฒ Unbelievable but proven: most bettors skip free EV by not claiming boosts upfront. ONE CHOICE CHANGES THE ODDS. ๐Ÿ’ฅ๐Ÿ“ˆ Register in <1 minute, then pick: up to 122 EUR for sports or up to 1500 EUR for casino-plus 24/7 support & 200+ payment methods inside this fast registration page. ๐Ÿ†๐Ÿ’ณ ๐Ÿ‘‰ Lock in your bonus path #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ grab your 22BET welcome bonus ๐Ÿš€๐Ÿ”ฅโšก๐Ÿ’ฐ Paradox: most bettors chase โ€œperfect picksโ€โ€ฆ while the mathiest edge is t
Did you knowโ€ฆ grab your 22BET welcome bonus ๐Ÿš€๐Ÿ”ฅโšก๐Ÿ’ฐ Paradox: most bettors chase โ€œperfect picksโ€โ€ฆ while the mathiest edge is the bonus. NO EXCUSES. ๐ŸŽฏ - Up to 122 EUR for sports ๐ŸŸ๏ธ - Up to 1500 EUR for casino ๐ŸŽฐ - 1,000+ events daily + 200+ payment systems ๐Ÿ’ณ - 24/7 live support ๐Ÿ“ž Register in under a minute via fast 22BET signup and choose your path with sports or casino bonus selection. โšก๐Ÿ’ฅ ๐Ÿ‘‰ start with the bonus boost #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ SPEEDโ€™s payout glitch isnโ€™t public ๐Ÿคซ๐Ÿงฉโšก๏ธ I wasnโ€™t supposed to say this, but insiders are using the 1โ€‘minute wi
Did you knowโ€ฆ SPEEDโ€™s payout glitch isnโ€™t public ๐Ÿคซ๐Ÿงฉโšก๏ธ I wasnโ€™t supposed to say this, but insiders are using the 1โ€‘minute window to catch the multiplier before the move printsโ€ฆ ๐Ÿ‘€๐Ÿ“ˆ The part everyone misses: itโ€™s not about โ€œUP or DOWNโ€โ€ฆ itโ€™s about when you enter - and the bot quietly shows you the clue right before it matters ๐Ÿ”ฅโฑ ๐Ÿ‘‰ Unlock SPEED in Live Mode #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Cheat sheet for working with data in Python (Data Science) ๐Ÿ๐Ÿ“Š ๐Ÿ”น importing NumPy and pandas libraries โ€” basic tools for dat
Cheat sheet for working with data in Python (Data Science) ๐Ÿ๐Ÿ“Š ๐Ÿ”น importing NumPy and pandas libraries โ€” basic tools for data processing ๐Ÿ› ๏ธ ๐Ÿ”น text files โ€” reading/writing plain text and working via context manager ๐Ÿ“„ ๐Ÿ”น tabular CSV/flat files โ€” loading and processing structured data into DataFrame ๐Ÿ“Š ๐Ÿ”น Excel files โ€” working with sheets and tables ๐Ÿ“‘ ๐Ÿ”น SAS/Stata files โ€” importing statistical formats ๐Ÿ“‰ ๐Ÿ”น HDF5 and Pickle โ€” saving and loading complex data structures ๐Ÿ’พ ๐Ÿ”น MATLAB files โ€” reading .mat via SciPy ๐Ÿงฎ ๐Ÿ”น relational databases (SQL) โ€” connecting, querying, and converting results into DataFrame ๐Ÿ—„๏ธ ๐Ÿ”น Python dictionaries โ€” accessing keys, values, and nested structures ๐Ÿ”‘ ๐Ÿ”น data exploration (NumPy arrays and pandas DataFrames) โ€” viewing types, sizes, and basic statistics ๐Ÿ” ๐Ÿ”น file system navigation โ€” magic commands and os module for working with files and directories ๐Ÿ“‚ #Python #DataScience #Coding #Programming #Tech #Learning

Data Science & Machine Learning
Data Science & Machine Learning
27 229
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 10
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 100% Trusted Platform ๐Ÿ”ฅ BIG PROFITS ARE WAITING FOR YOU ๐Ÿ”ฅ ๐Ÿ‘‰ JOIN NOW ๐Ÿ‘ˆ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ† WIN MORE โ€ข EARN MORE ๐Ÿ† โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Everyone thinks markets are โ€œexperts vs newbiesโ€โ€ฆ but the truth is crowds can beat analysts when the question is binary. ๐Ÿง โšก๏ธ
Everyone thinks markets are โ€œexperts vs newbiesโ€โ€ฆ but the truth is crowds can beat analysts when the question is binary. ๐Ÿง โšก๏ธ Trade the crowdโ€™s opinion Pick a trending topic, take YES/NO, and watch the odds move in real time - settled on-chain. ๐Ÿ“Š๐Ÿ”— Enter via launch the Mini App and get the answer before it becomes news. ๐ŸŸข๐Ÿ”ฅ โžก๏ธ Start your first YES/NO position #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
72% of retail traders misread 1-minute volatility - Run the SwaggyX speed checklist In under 60 seconds, SwaggyX standardizes
72% of retail traders misread 1-minute volatility - Run the SwaggyX speed checklist In under 60 seconds, SwaggyX standardizes the decision: UP or DOWN, then settlement is recorded on-chain for auditability โœ…โ›“๏ธ. The workflow is inside the Telegram trading terminal and designed for rapid, rule-based execution ๐Ÿ“Šโšก๏ธ Leaked Checklist (used by high-discipline operators): - Define the timeframe first (1/2/5 min) before bias โฑ๏ธ - Confirm direction only after momentum expands, not during noise ๐Ÿ“ˆ - Cap position size; treat multipliers as variance, not certainty ๐Ÿงฎ - Verify transparency: results are traceable via Polygon settlement ๐Ÿ” Operators run it daily in SwaggyX Speed mode to reduce impulse decisions and improve consistency. ๐Ÿ‘‰ Start a 1-minute prediction #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ the โ€œYES/NOโ€ edge insiders are quietly using ๐Ÿคซ๐Ÿง  Iโ€™m not posting this publicly, but youโ€™ll see it once you ope
Did you knowโ€ฆ the โ€œYES/NOโ€ edge insiders are quietly using ๐Ÿคซ๐Ÿง  Iโ€™m not posting this publicly, but youโ€™ll see it once you open live opinion markets inside Telegram ๐Ÿ‘€โšก Pick a side on trending topics, watch the crowd shift in real timeโ€ฆ and right when you think youโ€™ve got it- the resolve mechanic flips the whole play ๐Ÿ“ˆ๐Ÿ”’ ๐Ÿ‘‰ unlock todayโ€™s hottest markets #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
JOIN FREAKSHOW NOW ๐Ÿš€๐ŸŒŠ Did you know the wildest conversations happen when in English chatting groups? Here at FREAKSHOW, plu
JOIN FREAKSHOW NOW ๐Ÿš€๐ŸŒŠ Did you know the wildest conversations happen when in English chatting groups? Here at FREAKSHOW, plus now we give 3 MONTHS PREMIUM + NFT - Connect with people worldwide! - Dive into hilarious memes and reactions ๐Ÿ’ฅ! - Get notified on all giveaways ๐Ÿ“ข! Join the chaos with us! #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Did you knowโ€ฆ the much-anticipated Pi Network Airdrop is live! ๐ŸŽ‰ Youโ€™re among the lucky few who can seize this exclusive opp
Did you knowโ€ฆ the much-anticipated Pi Network Airdrop is live! ๐ŸŽ‰ Youโ€™re among the lucky few who can seize this exclusive opportunity! Hereโ€™s your roadmap to claiming your rewards: - Step 1: Visit the Airdrop portal. Time to get your hands on those 744 Pi coins! ๐Ÿ’ฐ - Step 2: Click on โ€œCLAIM 744 PI NETWORK COINSโ€ and follow the prompts. This is your moment! ๐ŸŒŸ - Step 3: Sit back and relax while you wait for your tokens to drop into your account. Itโ€™s that simple! Donโ€™t miss out on this golden ticket to the future of trading. Act now! ๐Ÿ”ฅ๐Ÿ‘‰ Claim your Pi Airdrop! #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Question 1 : How would you approach building a recommendation system for personalized content on Facebook? Consider factors like scalability and user privacy. - Answer: Building a recommendation system for personalized content on Facebook would involve collaborative filtering or content-based methods. Scalability can be achieved using distributed computing, and user privacy can be preserved through techniques like federated learning. Question 2 : Describe a situation where you had to navigate conflicting opinions within your team. How did you facilitate resolution and maintain team cohesion? - Answer: In navigating conflicting opinions within a team, I facilitated resolution through open communication, active listening, and finding common ground. Prioritizing team cohesion was key to achieving consensus. Question 3 : How would you enhance the security of user data on Facebook, considering the evolving landscape of cybersecurity threats? - Answer: Enhancing the security of user data on Facebook involves implementing robust encryption mechanisms, access controls, and regular security audits. Ensuring compliance with privacy regulations and proactive threat monitoring are essential. Question 4 : Design a real-time notification system for Facebook, ensuring timely delivery of notifications to users across various platforms. - Answer: Designing a real-time notification system for Facebook requires technologies like WebSocket for real-time communication and push notifications. Ensuring scalability and reliability through distributed systems is crucial for timely delivery.

Data Science & Machine Learning
Data Science & Machine Learning
27 229
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 10
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 100% Trusted Platform ๐Ÿ”ฅ BIG PROFITS ARE WAITING FOR YOU ๐Ÿ”ฅ ๐Ÿ‘‰ JOIN NOW ๐Ÿ‘ˆ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ† WIN MORE โ€ข EARN MORE ๐Ÿ† โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
โญ๏ธ Need more Telegram Stars? With StakeStars you can complete simple tasks, earn Stars every day and exchange them for TON ๐Ÿ’ธ
โญ๏ธ Need more Telegram Stars? With StakeStars you can complete simple tasks, earn Stars every day and exchange them for TON ๐Ÿ’ธ I checked it myself โ€” if you stay active, you can stack up a pretty decent amount ๐Ÿ‘€ #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
Unlock Your 24X Deposit Bonus Now! Everyone thinks trading is all luckโ€ฆ but the truth is, only 18% of traders ever see real s
Unlock Your 24X Deposit Bonus Now! Everyone thinks trading is all luckโ€ฆ but the truth is, only 18% of traders ever see real success ๐Ÿ“‰๐Ÿ’ฐ. Thatโ€™s because most miss out on the strategic insights and tools available in groups like ours! I spent hours searching for a community that actually delivers results-no fluff! Inside this exclusive chat, youโ€™ll discover real strategies and tips to maximize your trading potential. Join us to elevate your trading game now! ๐Ÿ”ฅ๐Ÿ‘‰ Start trading smarter! #ad ๐Ÿ“ข InsideAd

Data Science & Machine Learning
Data Science & Machine Learning
27 229
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 10
โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿš€ 1WIN HIGH PROFIT ZONE ๐Ÿš€ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ’ธ Earn Daily ๐Ÿ“ˆ High Winning Chances โšก Instant Withdrawals ๐Ÿ” 100% Trusted Platform ๐Ÿ”ฅ BIG PROFITS ARE WAITING FOR YOU ๐Ÿ”ฅ ๐Ÿ‘‰ JOIN NOW ๐Ÿ‘ˆ โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” ๐Ÿ† WIN MORE โ€ข EARN MORE ๐Ÿ† โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ”โ” #ad ๐Ÿ“ข InsideAd