Optimization and Learning via Stochastic Gradient Search
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An introduction to gradient-based stochastic optimization that integrates theory and implementation
This book explains gradient-based stochastic optimization, exploiting the methodologies of stochastic approximation and gradient estimation. Although the approach is theoretical, the book emphasizes developing algorithms that implement the m...