Certificate in Machine Learning Optimization Techniques
-- ViewingNowThe Certificate in Machine Learning Optimization Techniques is a comprehensive course that equips learners with essential skills in machine learning optimization, a highly sought-after skill in today's data-driven world. This course covers various optimization techniques, including gradient descent, stochastic gradient descent, and convex optimization, and their applications in machine learning.
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โข Introduction to Machine Learning Optimization Techniques
โข Understanding Gradient Descent and its Variants
โข Stochastic Gradient Descent: Principles and Applications
โข Conjugate Gradient Method for Machine Learning Optimization
โข BFGS Algorithm: Theory and Practical Implementations
โข Optimization Techniques for Deep Learning: An In-depth Analysis
โข Regularization Techniques in Machine Learning Optimization
โข Advanced Machine Learning Optimization: Hessian-free Methods
โข Distributed Optimization Techniques for Large-scale Machine Learning
โข Case Studies and Real-world Applications of Machine Learning Optimization Techniques
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