Professional Certificate in Calculus: Differentiation & Machine Learning Algorithms
-- ViewingNowThe Professional Certificate in Calculus: Differentiation & Machine Learning Algorithms is a comprehensive course that bridges the gap between mathematical concepts and practical machine learning applications. This course highlights the importance of calculus, specifically differentiation, in understanding machine learning algorithms, thereby providing a strong foundation for learners.
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โข Differentiation Fundamentals
โข Limits and Derivatives
โข Techniques of Differentiation
โข Chain Rule and Implicit Differentiation
โข Partial Differentiation
โข Linear Approximation and Differentials
โข Optimization Problems with Calculus
โข Introduction to Machine Learning Algorithms
โข Linear Regression and Gradient Descent
โข Logistic Regression and Gradient Ascent
โข Neural Networks and Backpropagation
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