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Data science projects provide practical experience and help in the application of theoretical concepts learned in courses. This article provides project ideas for beginners in data science, such as sentiment analysis of product reviews, predicting stock prices, and analyzing customer behavior. These projects can help build a portfolio and enhance skills, allowing beginners to gain confidence and stand out in the competitive job market.