God-Level Data Science Machine Learning Full Stack Roadmap 2023

The‌ ‌Roadmap‌ ‌is‌ ‌divided‌ ‌into‌ ‌16 ‌Sections‌

Duration:‌ ‌256‌ ‌Hours‌ of Learning ‌(8 ‌Months)‌ ‌and many more hours for practice and project building. ‌

Month 1 — May

  1. Python‌ ‌Programming‌ ‌and‌ ‌Logic‌ ‌Building‌
  2. Data‌ ‌Structure‌ ‌&‌ ‌Algorithms‌

Month 2 — June

3. Pandas‌ ‌Numpy‌ ‌Matplotlib‌

4. Statistics‌

Month 3 — July

5. Machine‌ ‌Learning‌

6. ML Operations

Month 4 — August

7. Natural‌ ‌Language‌ ‌Processing‌

8. Computer‌ ‌Vision‌‌

Month 5 — September

9. Data‌ ‌Visualization‌ ‌with‌ ‌Tableau‌

10. Structured ‌Query‌ ‌Language‌ ‌(SQL)‌

Month 6 — October

11. Data Engineering

12. Data System Design

Month 7 — November

13. Five‌ ‌Major‌ Capstone ‌Projects‌

14. Interview Preparations

Month 8 — December

15. Git & GitHub

16. Personal Branding and portfolio

Technology‌ ‌Stack‌

  • Python‌
  • Data‌ ‌Structures‌
  • NumPy‌
  • Pandas‌
  • Matplotlib‌
  • Seaborn‌
  • Scikit-Learn‌
  • Statsmodels‌
  • Natural‌ ‌Language‌ ‌Toolkit‌ ‌(‌ ‌NLTK‌ ‌)‌
  • PyTorch‌
  • OpenCV‌
  • Tableau‌
  • Structure‌ ‌Query‌ ‌Language‌ ‌(‌ ‌SQL‌ ‌)‌
  • PySpark‌
  • Azure‌ ‌Fundamentals‌
  • Azure‌ ‌Data‌ ‌Factory‌
  • Databricks‌
  • 5‌ ‌Major‌ ‌Projects‌
  • Git‌ ‌and‌ ‌GitHub‌ ‌
  • AWS
  • GCP
  • Azure

1 | Python Programming and Logic Building

I will prefer Python Programming Language. Python is the best for starting your programming journey. Here is the roadmap of Python for logic building.

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