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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