To start learning data science as a beginner, focus on mastering programming languages like Python or R, understanding basic statistics and probability, and learning to manipulate and analyze data using libraries like Pandas and NumPy. Additionally, develop problem-solving skills, an understanding of data visualization tools, and a foundational knowledge of machine learning concepts.