Certificate in Machine Learning Optimization Algorithms
-- ViewingNowThe Certificate in Machine Learning Optimization Algorithms course is a comprehensive program designed to empower learners with crucial skills in machine learning optimization. This course highlights the importance of various optimization algorithms and showcases their industry applications, making it highly relevant in today's data-driven world.
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⢠Introduction to Machine Learning Optimization Algorithms
⢠Understanding Gradient Descent and its Variants
⢠Stochastic Gradient Descent and Mini-Batch Gradient Descent
⢠Convex Optimization and Optimality Conditions
⢠Introduction to Conjugate Gradient Method
⢠BFGS and Limited Memory BFGS Algorithms
⢠Trust Region Methods and Levenberg-Marquardt Algorithm
⢠Optimization Algorithms for Deep Learning
⢠Implementing Machine Learning Optimization Algorithms using Python
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