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Python Data Science: Expert Level Roadmap

4 weeks
12 Learners
•
Python Data Science

Objective

“Master production-grade data science — statistical modeling, ML pipelines, model interpretability, and scalable data engineering using Python at an expert level.”

Topics

1.1
Advanced Python Concepts for Data Science
1.2
High-Performance Python with NumPy and Pandas
1.3
Data Engineering Fundamentals

Study Resources

→Real Python: Advanced Python Tutorials→Pandas User Guide: Enhancing Performance→NumPy User Guide
01

Learn

Watch curated videos and read study resources

02

Practice

Practice what you learned

03

Build Projects

Build projects using your new gained knowledge

04

Submit & Verify

Submit your project and get verified by our system

References

01Real Python: Advanced Python Tutorials
02Pandas User Guide: Enhancing Performance
03NumPy User Guide
04Scikit-learn User Guide
05StatQuest with Josh Starmer (YouTube Channel)
06Kaggle Learn: Machine Learning Courses
07MLflow Documentation
08FastAPI Documentation
09Docker Get Started Guide
10SHAP GitHub Repository and Documentation
11Dask Documentation
12Apache Spark Documentation

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