Complete Roadmap to Become a Data Scientist

This data science roadmap provides a structured learning path from programming fundamentals to specialized domains with carefully selected resources at each step. It covers Python and R programming, data manipulation, statistical analysis, visualization techniques, machine learning, big data technologies, business acumen, and specialized applications. The guide includes links to courses, books, tutorials, and practical resources to help you develop both technical expertise and domain knowledge needed for a successful data science career.