Certificate in Math Software for Data Analysis
-- ViewingNowThe Certificate in Math Software for Data Analysis is a crucial course for individuals seeking to excel in the data-driven economy. This certificate program focuses on teaching learners how to use math software tools to analyze and interpret complex data sets, making it highly relevant in today's technology-driven world.
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⢠Introduction to Data Analysis using Math Software: Overview, data types, data visualization.
⢠Statistical Analysis with Math Software: Descriptive statistics, probability distributions, inferential statistics.
⢠Linear Algebra and Math Software: Matrices, determinants, vector spaces, eigenvalues, and eigenvectors.
⢠Data Modeling and Math Software: Regression analysis, time series analysis, curve fitting.
⢠Optimization Techniques with Math Software: Linear programming, integer programming, nonlinear optimization.
⢠Simulation and Math Software: Monte Carlo simulation, random number generation, stochastic processes.
⢠Data Cleaning and Math Software: Handling missing data, outlier detection, data imputation.
⢠Data Preprocessing using Math Software: Data scaling, normalization, transformation, feature selection, and dimensionality reduction.
⢠Machine Learning and Math Software: Supervised learning, unsupervised learning, reinforcement learning, deep learning.
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