Optimization Algorithms for Distributed Machine Learning

?Distributed Optimization in Machine Learning.- Calculus, Probability and Order Statistics Review.- Convergence of SGD and Variance-Reduced Variants.- Synchronous SGD and Straggler-Resilient Variants.- Asynchronous SGD and Staleness-Reduced Variants.- Local-update and Overlap SGD.- Quantized and Sparsi?ed Distributed SGD.-Decentralized SGD and its Variants.

Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.

• Aprendizagem mecânica
• Teoria matemática da computação
• Algoritmos e estruturas de dados
• Probabilidade e Estatística
• Estocástica

Distributed Machine Learning;Distributed Optimization;Optimization Algorithms;Stochastic Gradient Descent;Distributed SGD;Large-scale Machine Learning;Federated Learning