Machine Learning & Artificial Intelligence | Data Science Free Courses
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إظهار المزيد📈 نظرة تحليلية على قناة تيليجرام Machine Learning & Artificial Intelligence | Data Science Free Courses
تُعد قناة Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) في القطاع اللغوي الإنكليزية لاعباً نشطاً. يضم المجتمع حالياً 66 732 مشتركاً، محتلاً المرتبة 2 450 في فئة التعليم والمرتبة 436 في منطقة ماليزيا.
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بحسب آخر البيانات بتاريخ 24 يونيو, 2026، تحافظ القناة على نشاط مستقر. خلال آخر 30 يوماً تغيّر عدد الأعضاء بمقدار 534، وفي آخر 24 ساعة بمقدار 42، مع بقاء الوصول العام مرتفعاً.
- حالة التحقق: غير موثّقة
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“Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence
Admin: @coderfun”
بفضل وتيرة التحديث المرتفعة (أحدث البيانات بتاريخ 25 يونيو, 2026) تحافظ القناة على حداثتها ومستوى وصول مرتفع. وتُظهر التحليلات تفاعلاً نشطاً من الجمهور، ما يجعلها نقطة تأثير مهمة ضمن فئة التعليم.
جاري تحميل البيانات...
| التاريخ | نمو المشتركين | الإشارات | القنوات | |
| 24 يونيو | +50 | |||
| 23 يونيو | +37 | |||
| 22 يونيو | +11 | |||
| 21 يونيو | +16 | |||
| 20 يونيو | +17 | |||
| 19 يونيو | +10 | |||
| 18 يونيو | +22 | |||
| 17 يونيو | +9 | |||
| 16 يونيو | +26 | |||
| 15 يونيو | +34 | |||
| 14 يونيو | +55 | |||
| 13 يونيو | +52 | |||
| 12 يونيو | +34 | |||
| 11 يونيو | +20 | |||
| 10 يونيو | +28 | |||
| 09 يونيو | +25 | |||
| 08 يونيو | +23 | |||
| 07 يونيو | +29 | |||
| 06 يونيو | +25 | |||
| 05 يونيو | +26 | |||
| 04 يونيو | +36 | |||
| 03 يونيو | +37 | |||
| 02 يونيو | +37 | |||
| 01 يونيو | +29 |
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| 17 | ✅ 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
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متاح الآن! بحث تيليغرام 2025 — أهم رؤى العام 
