Undergraduate Certificate in Data Analytics for Machine Learning
-- ViewingNowThe Undergraduate Certificate in Data Analytics for Machine Learning is a compact course designed to equip learners with essential data analytics skills for machine learning applications. This certificate course is crucial in today's data-driven world, where businesses rely heavily on data-based decision making.
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โข Introduction to Data Analytics: Fundamentals of data analytics, data-driven decision making, data life cycle.
โข Data Wrangling and Preprocessing: Data cleaning, data transformation, data normalization.
โข Statistical Analysis for Data Analytics: Descriptive and inferential statistics, probability distributions.
โข Exploratory Data Analysis: Data visualization, univariate and multivariate analysis.
โข Machine Learning Fundamentals: Supervised and unsupervised learning, model evaluation.
โข Supervised Learning Algorithms: Linear regression, logistic regression, decision trees.
โข Unsupervised Learning Algorithms: Clustering, dimensionality reduction.
โข Data Analytics Tools and Technologies: Python for data analytics, R for statistical analysis, SQL for data manipulation.
โข Data Analytics Project: Applying data analytics techniques to a real-world problem.
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