Вже доступно! Дослідження Telegram за 2025 — головні інсайти року 
Data Science & Machine Learning
Відкрити в Telegram
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
Показати більше📈 Аналітичний огляд Telegram-каналу Data Science & Machine Learning
Канал Data Science & Machine Learning (@datascienceinterviews) у мовному сегменті Англійська є активним учасником. На даний момент спільнота об'єднує 27 238 підписників, посідаючи 7 196 місце в категорії Освіта та 15 552 місце у регіоні Індія.
📊 Показники аудиторії та динаміка
З моменту свого створення невідомо, проект продемонстрував стрімке зростання, зібравши аудиторію у 27 238 підписників.
За останніми даними від 23 червня, 2026, канал демонструє стабільну активність. Хоча за останні 30 днів спостерігається зміна кількості учасників на 79, а за останні 24 години на -8, загальне охоплення залишається високим.
- Статус верифікації: Не верифікований
- Рівень залученості (ER): Середній показник залученості аудиторії становить 0.48%. Протягом перших 24 годин після публікації контент зазвичай збирає 0.32% реакцій від загальної кількості підписників.
- Охоплення публікацій: В середньому кожен допис отримує 131 переглядів. Протягом першої доби публікація в середньому набирає 88 переглядів.
- Реакції та взаємодія: Аудиторія активно підтримує контент: середня кількість реакцій на один пост – 1.
- Тематичні інтереси: Контент зосереджений навколо ключових тем, таких як insidead, mining, pinix, learning, neo.
📝 Опис та контентна політика
Автор описує ресурс як майданчик для висловлення суб'єктивної думки:
“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”
Завдяки високій частоті оновлень (останні дані отримано 24 червня, 2026), канал підтримує актуальність та високий рівень охоплення публікацій. Аналітика показує, що аудиторія активно взаємодіє з контентом, що робить його важливою точкою впливу в категорії Освіта.
27 238
Підписники
-824 години
-327 днів
+7930 день
Триває завантаження даних...
Схожі канали
Хмара тегів
Вхідні та вихідні згадування
---
---
---
---
---
---
Залучення підписників
червень '26
червень '26
+117
в 0 каналах
травень '26
+294
в 0 каналах
Get PRO
квітень '26
+172
в 0 каналах
Get PRO
березень '26
+162
в 0 каналах
Get PRO
лютий '26
+363
в 0 каналах
Get PRO
січень '26
+644
в 0 каналах
Get PRO
грудень '25
+468
в 0 каналах
Get PRO
листопад '25
+583
в 0 каналах
Get PRO
жовтень '25
+669
в 0 каналах
Get PRO
вересень '25
+688
в 0 каналах
Get PRO
серпень '25
+835
в 0 каналах
Get PRO
липень '25
+853
в 1 каналах
Get PRO
червень '25
+1 276
в 1 каналах
Get PRO
травень '25
+2 304
в 1 каналах
Get PRO
квітень '25
+3 279
в 0 каналах
Get PRO
березень '25
+810
в 0 каналах
Get PRO
лютий '25
+652
в 0 каналах
Get PRO
січень '25
+719
в 0 каналах
Get PRO
грудень '24
+473
в 0 каналах
Get PRO
листопад '24
+756
в 1 каналах
Get PRO
жовтень '24
+825
в 1 каналах
Get PRO
вересень '24
+1 315
в 1 каналах
Get PRO
серпень '24
+1 214
в 0 каналах
Get PRO
липень '24
+1 426
в 0 каналах
Get PRO
червень '24
+1 889
в 0 каналах
Get PRO
травень '24
+1 355
в 2 каналах
Get PRO
квітень '24
+1 526
в 0 каналах
Get PRO
березень '24
+2 012
в 2 каналах
Get PRO
лютий '24
+1 147
в 1 каналах
| Дата | Залучення підписників | Згадування | Канали | |
| 23 червня | +3 | |||
| 22 червня | 0 | |||
| 21 червня | +1 | |||
| 20 червня | 0 | |||
| 19 червня | 0 | |||
| 18 червня | +2 | |||
| 17 червня | 0 | |||
| 16 червня | +3 | |||
| 15 червня | +6 | |||
| 14 червня | +12 | |||
| 13 червня | +26 | |||
| 12 червня | +5 | |||
| 11 червня | +1 | |||
| 10 червня | +7 | |||
| 09 червня | +6 | |||
| 08 червня | +7 | |||
| 07 червня | 0 | |||
| 06 червня | 0 | |||
| 05 червня | +6 | |||
| 04 червня | +12 | |||
| 03 червня | +6 | |||
| 02 червня | +9 | |||
| 01 червня | +5 |
Дописи каналу
Holy fucccccccck 🙀🤯😱🥱
Boom 💥 💥 💥 💥
$MEXICANUNC just printed me with massive profit
My early entry on $MEXICANUNC turn my $600 to $323k in less 48 hours
Not luck — timing, discipline, and the right network.
Want early setups before they move?
👇 JOIN MY CHANNEL 👇
https://t.me/+40JBSSZtksdhNWM0
#ad 📢 InsideAd
| 2 | Join FIFA WORLD CUP 2026 LIVE Updates - Stay ahead with real-time football news!
- 💡 Access live scores from the world’s top leagues.
- 📅 Get fixture schedules and highlights.
- 📺 Find official streaming info for all major events.
With over 16,000 passionate subscribers, be part of the ultimate football community. 👉 Get instant updates
#ad 📢 InsideAd | 131 |
| 3 | 🚀 XendaLink — LLM API агрегатор для разработчиков
Один API для всех моделей. OpenAI, Claude, DeepSeek, Qwen через единый endpoint.
⚡️ Унифицированный API для всех LLM (официальные каналы провайдеров)
🛡 Zero Retention Mode — запросы не сохраняются и не логируются
🎁 $2 бесплатных кредита для тестирования без карты
Интеграция за 30 секунд. Без блокировок, без сложностей с оплатой.
👉 Получить API ключ → https://insideads.net/+Xhpxtu
👉 Документация → https://insideads.net/+Xhpxtu
#промо
#ad 📢 InsideAd. | 141 |
| 4 | 👑💰💫💫💫💰👑📆 RELEASE DATE: 09-06-2026
🤩 TRUSTED & Safe project 💯
💎 𝐌𝐢𝐧𝐢𝐦𝐮𝐦 𝐃𝐞𝐩𝐨𝐬𝐢𝐭 10$✔️
💎 𝐌𝐢𝐧𝐢𝐦𝐮𝐦 𝐖𝐢𝐭𝐡𝐝𝐫𝐚𝐰𝐚𝐥 1$✔️
🌐 𝐑𝐞𝐠𝐢𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 𝐥𝐢𝐧𝐤
https://www.dji8.top/#/register?invite_code=666888
https://www.dji8.top/#/register?invite_code=666888
https://www.dji8.top/#/register?invite_code=666888
💰 EARNINGS TABLE:💸
👑 VIP 1 ➡️ 10$ - per day 1$
👑 VIP 2 ➡️ 30$ - per day 3$
👑 VIP 3 ➡️ 100$ - per day 10$
👥 𝐑𝐞𝐟𝐞𝐫𝐫𝐚𝐥 𝐁𝐨𝐧𝐮𝐬:(𝐀, 𝐁 ,𝐂): 8%, 3%, 2% ， 1% ， 1%
🫥 MY FRIENDS WHO INVEST WITH ME, WILL WIN! ❤️💰 GREAT WINNINGS TO EVERYONE! 🌐
Join our channel to learn more. https://t.me/uphumormemes
24-hour online customer service @SZ_DJI
#ad 📢 InsideAd | 114 |
| 5 | Stop guessing what your poop means 😅
Ok listen… most “gut issues” are just you not having any baseline. So I stole the simplest roadmap: use AI GutCheck like a daily gut mirror 🪞💩
Do it inside this gut-tracking app and it gets weirdly clear, fast.
- Snap a pic 📸 → it tags stool type (Bristol-style) + the stuff you’d miss (color/texture clues)
- Log it daily 🗓️ → the timeline shows patterns after travel, stress, keto, antibiotics… all that
- Get suggestions 🥤🥦 → hydration/fiber nudges that actually match what you logged
- Keep it private 🔒 → no awkward convos, just quick “ok I’m fine / nope fix this” vibes
➡️ Run a quick gut check today
#ad 📢 InsideAd | 36 |
| 6 | 🚀 Join the USDT Giveaway Revolution! Did you know users can earn a quick $2.00 just by verifying their account?
Don’t miss out on simple rewards and exclusive updates-your winnings await!
👉 Claim your bonus now!
#ad 📢 InsideAd | 16 |
| 7 | Curious about massive trading gains? Join Chainbotx Exclusive for insider tips on zero-fee transactions! 🚀💸
With our automated market maker on Ethereum, slippage is virtually non-existent! Check out our unbeatable trading plans:
- 5 DAYS: Invest $1,000, earn $5,000 🎯
- 7 DAYS: $10,000 turns into $55,000! 🔥
- 10 DAYS: 1 BTC could become 5 BTC!
Get in fast before it’s too late! 👉 Secure your spot now!
#ad 📢 InsideAd | 79 |
| 8 | LINK DELETED IN 5 MINUTES !
⚡Click HERE and join now to earn 40$ per day ⚡
#ad 📢 InsideAd | 70 |
| 9 | Stop guessing what your poop means 😅
Ok listen… most “gut issues” are just you not having any baseline. So I stole the simplest roadmap: use AI GutCheck like a daily gut mirror 🪞💩
Do it inside this gut-tracking app and it gets weirdly clear, fast.
- Snap a pic 📸 → it tags stool type (Bristol-style) + the stuff you’d miss (color/texture clues)
- Log it daily 🗓️ → the timeline shows patterns after travel, stress, keto, antibiotics… all that
- Get suggestions 🥤🥦 → hydration/fiber nudges that actually match what you logged
- Keep it private 🔒 → no awkward convos, just quick “ok I’m fine / nope fix this” vibes
➡️ Run a quick gut check today
#ad 📢 InsideAd | 86 |
| 10 | 🔹 DATA SCIENCE – INTERVIEW REVISION SHEET
1️⃣ What is Data Science?
> “Data science is the process of using data, statistics, and machine learning to extract insights and build predictive or decision-making models.”
Difference from Data Analytics:
• Data Analytics → past present (what/why)
• Data Science → future automation (what will happen)
2️⃣ Data Science Lifecycle (Very Important)
1. Business problem understanding
2. Data collection
3. Data cleaning preprocessing
4. Exploratory Data Analysis (EDA)
5. Feature engineering
6. Model building
7. Model evaluation
8. Deployment monitoring
Interview line:
> “I always start from business understanding, not the model.”
3️⃣ Data Types
• Structured → tables, SQL
• Semi-structured → JSON, logs
• Unstructured → text, images
4️⃣ Statistics You MUST Know
• Central tendency: Mean, Median (use when outliers exist)
• Spread: Variance, Standard deviation
• Correlation ≠ causation
• Normal distribution
• Skewness (income → right skewed)
5️⃣ Data Cleaning Preprocessing
Steps you should say in interviews:
1. Handle missing values
2. Remove duplicates
3. Treat outliers
4. Encode categorical variables
5. Scale numerical data
Scaling:
• Min-Max → bounded range
• Standardization → normal distribution
6️⃣ Feature Engineering (Interview Favorite)
> “Feature engineering is creating meaningful input variables that improve model performance.”
Examples:
• Extract month from date
• Create customer lifetime value
• Binning age groups
7️⃣ Machine Learning Basics
• Supervised learning: Regression, Classification
• Unsupervised learning: Clustering, Dimensionality reduction
8️⃣ Common Algorithms (Know WHEN to use)
• Regression: Linear regression → continuous output
• Classification: Logistic regression, Decision tree, Random forest, SVM
• Unsupervised: K-Means → segmentation, PCA → dimensionality reduction
9️⃣ Overfitting vs Underfitting
• Overfitting → model memorizes training data
• Underfitting → model too simple
Fixes:
• Regularization
• More data
• Cross-validation
🔟 Model Evaluation Metrics
• Classification: Accuracy, Precision, Recall, F1 score, ROC-AUC
• Regression: MAE, RMSE
Interview line:
> “Metric selection depends on business problem.”
1️⃣1️⃣ Imbalanced Data Techniques
• Class weighting
• Oversampling / undersampling
• SMOTE
• Metric preference: Precision, Recall, F1, ROC-AUC
1️⃣2️⃣ Python for Data Science
Core libraries:
• NumPy
• Pandas
• Matplotlib / Seaborn
• Scikit-learn
Must know:
• loc vs iloc
• Groupby
• Vectorization
1️⃣3️⃣ Model Deployment (Basic Understanding)
• Batch prediction
• Real-time prediction
• Model monitoring
• Model drift
Interview line:
> “Models must be monitored because data changes over time.”
1️⃣4️⃣ Explain Your Project (Template)
> “The goal was . I cleaned the data using . I performed EDA to identify . I built model and evaluated using . The final outcome was .”
1️⃣5️⃣ HR-Style Data Science Answers
Why data science?
> “I enjoy solving complex problems using data and building models that automate decisions.”
Biggest challenge:
“Handling messy real-world data.”
Strength:
“Strong foundation in statistics and ML.”
🔥 LAST-DAY INTERVIEW TIPS
• Explain intuition, not math
• Don’t jump to algorithms immediately
• Always connect model → business value
• Say assumptions clearly
Double Tap ♥️ For More | 214 |
| 11 | Stop. 73% of traders blow entries by 5 seconds - fix your XAUUSD scalps 😮💨📉
Ok listen bro… gold doesn’t “move random”. It moves to LIQUIDITY, then snaps back. Inside the private scalping room we literally map zones like 4458 buy / 4471 sell and drop TP ladders so you don’t panic-close 🧠📌
- Clear entry zones + SL (no guessing) 🎯
- Multi-TP plan (TP1…TP6) so you scale out 🧾💰
- NFP/news heads-up before volatility hits ⚡🗓️
- Fast updates when targets get smoked 🧨✅
If you’re tired of “signals” that arrive after the move… come watch it live in Gold vs USD alerts 📲🥶
👉 Join the next XAUUSD callout
#ad 📢 InsideAd | 68 |
| 12 | Smooth Your International Travel Experience Did you know that 72% of travelers feel stressed when booking flights? 😟 At GlobalPath, we believe your journey should be a joy, not a hassle! 💙
I spent hours navigating travel logistics so you don’t have to. Our channel offers you:
- ✈️ Insider tips from aviation experts
- 🌍 Visual inspiration for your next destination
- 🛬 Stress-free guides to airport procedures
Join me in making every international adventure simple and delightful! 👉 Subscribe for seamless travels
#ad 📢 InsideAd | 65 |
| 13 | LINK DELETED IN 5 MINUTES !
⚡Click HERE and join now to earn 40$ per day ⚡
#ad 📢 InsideAd | 92 |
| 14 | 10 SQL Concepts Every Data Analyst Should Master 👇
✅ SELECT, WHERE, ORDER BY – Core of querying your data
✅ JOINs (INNER, LEFT, RIGHT, FULL) – Combine data from multiple tables
✅ GROUP BY & HAVING – Aggregate and filter grouped data
✅ Subqueries – Nest queries inside queries for complex logic
✅ CTEs (Common Table Expressions) – Write cleaner, reusable SQL logic
✅ Window Functions – Perform advanced analytics like rankings & running totals
✅ Indexes – Boost your query performance
✅ Normalization – Structure your database efficiently
✅ UNION vs UNION ALL – Combine result sets with or without duplicates
✅ Stored Procedures & Functions – Reusable logic inside your DB
React with ❤️ if you want me to cover each topic in detail
Share with credits: https://t.me/sqlspecialist
Hope it helps :) | 290 |
| 15 | What if I told you that farming fun is just a click away? 🌿✨ Join the Fun at Farm Vibe!
I’ve explored countless games, but finding one that combines excitement with relaxation is rare. At Farm Vibe, you can:
- Cultivate your dream farm 🌾
- Connect with fellow farming enthusiasts 💚
- Enjoy peaceful and stress-free gameplay 🎮
- Earn rewards for your farming skills! 🌱
I dedicating time so you can dive straight into enjoyable moments without fluff. It’s a perfect escape from a busy day, providing that feel-good experience everyone deserves.
Ready to make your farming dreams come true? 👉 Start Playing Now
#ad 📢 InsideAd. | 175 |
| 16 | Welcome to Farm Vibe 🚜
🌾 Build your dream farm, grow crops, raise cute animals, and trade resources with other players.
🐔 Main features:
· Plant and harvest over 20 types of crops
· Raise cows, sheep, chickens, and more
· Expand your land and unlock special buildings
· Challenge friends and compete in weekly leaderboards
· New daily rewards and unique missions
🎮 How to play?
Just press the button below and start growing your first crops!
#ad 📢 InsideAd. | 156 |
| 17 | Unlock Market Mastery Did you know… that most traders are still stuck using outdated strategies while the elite are refining their skills with real-time signals? 🤔💸💥 It’s time to break free from mediocre returns and embrace the future of trading!
With Mastermind Signals, you gain instant access to:
- 🌟 Precise forex signals that actually hit their targets.
- 📚 Educational materials that empower your trading decisions.
- 🚀 Investment opportunities that elevate your financial game.
Stop settling for less! Join us now and turn your trading dreams into reality 👉 Join the revolution
#ad 📢 InsideAd | 172 |
| 18 | Join hundreds of satisfied customers. Fast delivery, trusted service, and a growing selection of digital products all in one place.
#ad 📢 InsideAd | 150 |
| 19 | Unlock Hidden Referral Secrets 🤫 What if I told you 78% of traders miss out on vital bonuses? Don’t be one of them!
- Dive into our exclusive group for real-time tips!
- Leverage networks like a pro and watch your growth skyrocket.
- Avoid the traps: learn the dos and don’ts of referrals.
Your next big win is closer than you think! Don’t let the opportunity slip away.
👉 Join the insider community for more!
#ad 📢 InsideAd | 67 |
| 20 | Did you know that 78% of traders lose money within their first year? 🤯 But the truth is, you can flip that statistic and thrive!
Many believe that trading is just luck or following the crowd, but the hidden truth lies in education and strategy. Here’s how you can change your course:
- Stop chasing trends and start analyzing data. 📊
- Invest in your knowledge; free resources are everywhere.
- Join a community that shares real insights-like ours!
- Track your progress meticulously; every mistake is a lesson.
Don’t be just another statistic-become part of a supportive environment focused on genuine growth. Click to elevate your trading skills with us: Join Orient FX!
👉 Unlock your potential!
#ad 📢 InsideAd | 151 |
