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Roadmap/Python Data Science
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Python Data Science: Expert Level Roadmap

A 4-week intensive roadmap designed to master production-grade data science, encompassing advanced statistical modeling, robust ML pipelines, model interpretability, and scalable data engineering using Python.

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

How It Works

Learn

Study curated videos and articles

Practice

Solve problems, build things

Verify

Submit your work as proof

Identity

Get a verified skill on your profile

References

1.Real Python: Advanced Python Tutorials↗
2.Pandas User Guide: Enhancing Performance↗
3.NumPy User Guide↗
4.Scikit-learn User Guide↗
5.StatQuest with Josh Starmer (YouTube Channel)↗
6.Kaggle Learn: Machine Learning Courses↗
7.MLflow Documentation↗
8.FastAPI Documentation↗
9.Docker Get Started Guide↗
10.SHAP GitHub Repository and Documentation↗
11.Dask Documentation↗
12.Apache Spark Documentation↗