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Machine Learning & Artificial Intelligence | Data Science Free Courses

Machine Learning & Artificial Intelligence | Data Science Free Courses

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Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun

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📈 Аналітичний огляд Telegram-каналу Machine Learning & Artificial Intelligence | Data Science Free Courses

Канал Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) у мовному сегменті Англійська є активним учасником. На даний момент спільнота об'єднує 68 155 підписників, посідаючи 2 377 місце в категорії Освіта та 419 місце у регіоні Малайзія.

📊 Показники аудиторії та динаміка

З моменту свого створення невідомо, проект продемонстрував стрімке зростання, зібравши аудиторію у 68 155 підписників.

За останніми даними від 03 вересня, 2026, канал демонструє стабільну активність. Хоча за останні 30 днів спостерігається зміна кількості учасників на 521, а за останні 24 години на 35, загальне охоплення залишається високим.

  • Статус верифікації: Не верифікований
  • Рівень залученості (ER): Середній показник залученості аудиторії становить 5.40%. Протягом перших 24 годин після публікації контент зазвичай збирає 1.12% реакцій від загальної кількості підписників.
  • Охоплення публікацій: В середньому кожен допис отримує 3 678 переглядів. Протягом першої доби публікація в середньому набирає 765 переглядів.
  • Реакції та взаємодія: Аудиторія активно підтримує контент: середня кількість реакцій на один пост – 9.
  • Тематичні інтереси: Контент зосереджений навколо ключових тем, таких як sellerflash, waybienad, pricing, buybox, buyer.

📝 Опис та контентна політика

Автор описує ресурс як майданчик для висловлення суб'єктивної думки:
Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun

Завдяки високій частоті оновлень (останні дані отримано 04 вересня, 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.

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68 155
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+1597 днів
+52130 днів
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Data Science Mistakes Beginners Should Avoid ⚠️📉 1️⃣ Skipping the Basics • Jumping into ML without Python, Stats, or Pandas ✅ Build strong foundations in math, programming & EDA first 2️⃣ Not Understanding the Problem • Applying models blindly • Irrelevant features and metrics ✅ Always clarify business goals before coding 3️⃣ Treating Data Cleaning as Optional • Training on dirty/incomplete data ✅ Spend time on preprocessing — it’s 70% of real work 4️⃣ Using Complex Models Too Early • Overfitting small datasets • Ignoring simpler, interpretable models ✅ Start with baseline models (Logistic Regression, Decision Trees) 5️⃣ No Evaluation Strategy • Relying only on accuracy ✅ Use proper metrics (F1, AUC, MAE) based on problem type 6️⃣ Not Visualizing Data • Missed outliers and patterns ✅ Use Seaborn, Matplotlib, Plotly for EDA 7️⃣ Poor Feature Engineering • Feeding raw data into models ✅ Create meaningful features that boost performance 8️⃣ Ignoring Domain Knowledge • Features don’t align with real-world logic ✅ Talk to stakeholders or do research before modeling 9️⃣ No Practice with Real Datasets • Kaggle-only learning ✅ Work with messy, real-world data (open data portals, APIs) 🔟 Not Documenting or Sharing Work • No GitHub, no portfolio ✅ Document notebooks, write blogs, push projects online 💬 Tap ❤️ for more!

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