Professional Certificate in AI Algorithms Optimization: Advanced Techniques
-- ViewingNowThe Professional Certificate in AI Algorithms Optimization: Advanced Techniques is a comprehensive course designed to equip learners with the essential skills required to optimize AI algorithms for improved performance and efficiency. This certificate course is crucial in today's data-driven world, where AI algorithms are increasingly being used to solve complex problems in various industries.
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โข Advanced Optimization Techniques
โข Linear Programming and its Applications in AI
โข Gradient Descent Variants: Stochastic, Mini-batch, and Batch
โข Convex Optimization Algorithms
โข Quadratic Programming and Trust-region Methods
โข Interior Point Methods for Large-scale Optimization
โข Subgradient Methods for Non-differentiable Optimization
โข Distributed Optimization Algorithms
โข Advanced Constrained Optimization Techniques
โข Optimization in Deep Learning and Neural Networks
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