Masterclass Certificate in Data Science Fundamentals: Practical Fundamentals
-- ViewingNowThe Masterclass Certificate in Data Science Fundamentals is a practical course designed to equip learners with essential data science skills for career advancement. This program focuses on the fundamental concepts and techniques of data science, including data manipulation, visualization, and machine learning algorithms.
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โข Data Science Foundations: Introduction to data science, its importance, and applications. Understanding data types, data wrangling, and data visualization.
โข Statistics and Probability: Descriptive and inferential statistics, probability distributions, hypothesis testing, and regression analysis.
โข Machine Learning Fundamentals: Supervised, unsupervised, and reinforcement learning, model evaluation, and hyperparameter tuning.
โข Python Programming: Python basics, data structures, libraries for data analysis (pandas, NumPy, Matplotlib), and machine learning (scikit-learn).
โข Data Visualization: Data visualization principles, creating effective visualizations, and using libraries like Matplotlib, Seaborn, and Plotly.
โข SQL and Big Data: SQL basics, working with databases, and big data platforms like Hadoop and Spark.
โข Data Ethics and Security: Ethical considerations, data privacy, and security practices in data science.
โข Data Science Projects: End-to-end data science projects, working with real-world datasets, and presenting findings.
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