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Data Science Roadmap

What Is Data Science

Programming Languages

R - good tool for visualization and statistical analysis

Python

SQL

Frameworks

Pandas

Numpy

Scipy

Mathematics for data science

Probabiliity

Statistics

Data Manipulation

Data cleaning

Data Visualization

EDA

Machine Learning

Power BI

Tableau

Web Scraping/APIs

Model Deployment

Sample Project Ideas