Want to become a data scientist in 2025 but don’t know where to begin? Here's your roadmap:

🧠 Step 1: Learn Python & SQL

Python: For data analysis & machine learning

SQL: To extract insights from databases

*📈 Step 2: Study Math & Statistics
*
Probability, linear algebra, statistics — core concepts

📊 Step 3: Master Tools

Pandas, NumPy, Matplotlib

Jupyter Notebook, Google Colab

Git for version control

🤖 Step 4: Learn ML & AI Concepts

Algorithms: Linear Regression, Decision Trees, etc.

Use Scikit-learn, TensorFlow, or PyTorch

📂 Step 5: Build Projects & a Portfolio

Kaggle, GitHub, personal blog

Solve real-world problems with datasets

**🎓 Bonus: **Take a certification (Google, IBM, or Coursera)

🔗 Start here: [https://red9systech.com/category/data-science/]

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