Скачать или смотреть 📌 Data Science Roadmap: How to Start with Python (Beginner-Friendly Guide!) 🚀

🔍 Want to learn Data Science but don’t know where to start? This step-by-step guide will help you master Python for Data Science in 2025! Whether you’re a beginner, a student, or someone looking to switch careers into data science, this roadmap covers everything you need to know—from learning Python basics to working on real-world projects that will boost your portfolio!

💡 In This Video, You’ll Learn:
✅ How to start learning Python for Data Science (Beginner-friendly!)
✅ The best Python libraries for data science (NumPy, Pandas, Matplotlib & more!)
✅ How to clean, analyze, and visualize data like a pro! 📊
✅ An introduction to Machine Learning with Scikit-Learn 🤖
✅ The #1 mistake beginners make (and how to avoid it!) 🚫

👉 Start your Data Science journey today! Don’t just watch—code along and build your skills!

⏳ Timestamps for Easy Navigation:
00:05 🚀 Introduction – Data Science Roadmap for Beginners
01:00 🐍 Step 1: Learn Python Basics (Best Resources & Courses)
02:21 📊 Step 2: Essential Python Libraries for Data Science
03:36 🧹 Step 3: How to Clean and Explore Data (Real Examples)
04:57 🤖 Step 4: Introduction to Machine Learning with Python
06:08 🔥 Step 5: How to Build Real Data Science Projects
06:58 🏆 Step 6: Learn SQL & Big Data (Why It’s Important!)
08:06 ❌ BONUS: #1 Mistake That Slows Down Beginners!
09:21 🎯 Final Advice – What to Do Next?

📚 Best Resources to Learn Data Science in 2025:
🔹 [Python for Data Science – Free Course](https://www.codecademy.com/learn/gett...)
🔹 [Top 10 Free Data Science Courses Online](https://www.kdnuggets.com/top-free-da...)
🔹 [Best Websites for Practicing Data Science Skills](https://www.kaggle.com/)
🔹 Download Free Datasets for Practice (Kaggle)

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