God-Level Data Science Machine Learning Full Stack Roadmap 2023
<h1>The‌ ‌Roadmap‌ ‌is‌ ‌divided‌ ‌into‌ ‌16 ‌Sections‌</h1>
<p>Duration:‌ ‌256‌ ‌Hours‌ of Learning ‌(8 ‌Months)‌ ‌and many more hours for practice and project building. ‌</p>
<h1>Month 1 — May</h1>
<ol>
<li><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#1--python-programming-and-logic-building" rel="noopener ugc nofollow" target="_blank">Python‌ ‌Programming‌ ‌and‌ ‌Logic‌ ‌Building‌</a></li>
<li><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#2--data-structure--algorithms" rel="noopener ugc nofollow" target="_blank">Data‌ ‌Structure‌ ‌&‌ ‌Algorithms‌</a></li>
</ol>
<h1>Month 2 — June</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#3--pandas-numpy-matplotlib" rel="noopener ugc nofollow" target="_blank">3. Pandas‌ ‌Numpy‌ ‌Matplotlib‌</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#4--statistics" rel="noopener ugc nofollow" target="_blank">4. Statistics‌</a></p>
<h1>Month 3 — July</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#5--machine-learning" rel="noopener ugc nofollow" target="_blank">5. Machine‌ ‌Learning‌</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#6--mlops" rel="noopener ugc nofollow" target="_blank">6. ML Operations</a></p>
<h1>Month 4 — August</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#7--natural-language-processing" rel="noopener ugc nofollow" target="_blank">7. Natural‌ ‌Language‌ ‌Processing‌</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#8--computer-vision" rel="noopener ugc nofollow" target="_blank">8. Computer‌ ‌Vision‌‌</a></p>
<h1>Month 5 — September</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#9--data-visualization-with-tableau" rel="noopener ugc nofollow" target="_blank">9. Data‌ ‌Visualization‌ ‌with‌ ‌Tableau‌</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#10--structure-query-language-sql" rel="noopener ugc nofollow" target="_blank">10. Structured ‌Query‌ ‌Language‌ ‌(SQL)‌</a></p>
<h1>Month 6 — October</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#11--data-engineering" rel="noopener ugc nofollow" target="_blank">11. Data Engineering</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#12--data-system-design" rel="noopener ugc nofollow" target="_blank">12. Data System Design</a></p>
<h1>Month 7 — November</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#13--five-major-projects-and-git" rel="noopener ugc nofollow" target="_blank">13. Five‌ ‌Major‌ Capstone ‌Projects‌</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#14--interview-preperation" rel="noopener ugc nofollow" target="_blank">14. Interview Preparations</a></p>
<h1>Month 8 — December</h1>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#15--git--github" rel="noopener ugc nofollow" target="_blank">15. Git & GitHub</a></p>
<p><a href="https://github.com/hemansnation/God-Level-Data-Science-ML-Full-Stack#16--personal-profile--portfolio" rel="noopener ugc nofollow" target="_blank">16. Personal Branding and portfolio</a></p>
<h1>Technology‌ ‌Stack‌</h1>
<ul>
<li>Python‌</li>
<li>Data‌ ‌Structures‌</li>
<li>NumPy‌</li>
<li>Pandas‌</li>
<li>Matplotlib‌</li>
<li>Seaborn‌</li>
<li>Scikit-Learn‌</li>
<li>Statsmodels‌</li>
<li>Natural‌ ‌Language‌ ‌Toolkit‌ ‌(‌ ‌NLTK‌ ‌)‌</li>
<li>PyTorch‌</li>
<li>OpenCV‌</li>
<li>Tableau‌</li>
<li>Structure‌ ‌Query‌ ‌Language‌ ‌(‌ ‌SQL‌ ‌)‌</li>
<li>PySpark‌</li>
<li>Azure‌ ‌Fundamentals‌</li>
<li>Azure‌ ‌Data‌ ‌Factory‌</li>
<li>Databricks‌</li>
<li>5‌ ‌Major‌ ‌Projects‌</li>
<li>Git‌ ‌and‌ ‌GitHub‌ ‌</li>
<li>AWS</li>
<li>GCP</li>
<li>Azure</li>
</ul>
<h1>1 | Python Programming and Logic Building</h1>
<p>I will prefer Python Programming Language. Python is the best for starting your programming journey. Here is the roadmap of Python for logic building.</p>
<p><a href="https://medium.com/@hemansnation/god-level-data-science-machine-learning-full-stack-roadmap-2023-ed3c414597d0"><strong>Click Here</strong></a></p>