Certificate in Optimization Algorithms for Machine Learning
-- ViewingNowThe Certificate in Optimization Algorithms for Machine Learning is a comprehensive course designed to empower learners with the essential skills needed to excel in the rapidly evolving field of machine learning. This course focuses on optimization algorithms, a critical component in building high-performing machine learning models.
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โข Introduction to Optimization Algorithms
โข Gradient Descent and Its Variants
โข Conjugate Gradient Method
โข Broyden-Fletcher-Goldfarb-Shanno (BFGS) Algorithm
โข Limited-memory BFGS (L-BFGS)
โข Optimization in Machine Learning
โข Stochastic Gradient Descent
โข Learning Rate Schedules and Adaptive Learning Rates
โข Regularization and Optimization Algorithms
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