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How to Become a Data Scientist1. Build a Strong Educational FoundationStart with a degree in Computer Science, Statistics, Mathematics, or Engineering. While not mandatory, a formal education helps in understanding the fundamentals. Many successful data scientists also transition from physics, economics, or even biology backgrounds.2. Learn Programming LanguagesMaster programming languages like Python and R, as they are widely used for data manipulation, analysis, and machine learning. Learn SQL for working with databases and Git for version control.3. Understand Statistics and MathematicsA solid grasp of probability, linear algebra, calculus, and inferential statistics is essential. These skills support algorithm development, A/B testing, and accurate data interpretation. Also, Explore Data Science Interview Questions and Answers4. Get Hands-On With Tools and TechnologiesFamiliarize yourself with:Data analysis tools: Pandas, NumPy, ExcelData visualization: Matplotlib, Seaborn, Power BI, TableauMachine learning libraries: scikit-learn, TensorFlow, KerasBig Data tools (for advanced roles): Hadoop, Spark5. Work on Real-World ProjectsBuild a portfolio by participating in:Kaggle...more
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