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Learning and stochastic optimization with non-i.i.d. data

Learning and stochastic optimization with non-i.i.d. data

On the Convergence of FedAvg on Non-IID Data

On the Convergence of FedAvg on Non-IID Data

06 - Stochastic Global Optimisation (and an overview of where we are at in this series)

06 - Stochastic Global Optimisation (and an overview of where we are at in this series)

Terms: Independent and Identically Distributed (IID)

Terms: Independent and Identically Distributed (IID)

Adaptive Submodularity: A New Approach to Active Learning and Stochastic Optimization

Adaptive Submodularity: A New Approach to Active Learning and Stochastic Optimization

Mladen Kolar: Adaptive Stochastic Optimization with Constraints

Mladen Kolar: Adaptive Stochastic Optimization with Constraints

Stochastic Optimization for Big Data Machine Learning Problems

Stochastic Optimization for Big Data Machine Learning Problems

The Importance of Better Models in Stochastic Optimization...

The Importance of Better Models in Stochastic Optimization...

Communication-Efficient Federated Data Augmentation on Non-IID Data

Communication-Efficient Federated Data Augmentation on Non-IID Data

Stochastic Optimization and Sparse Statistical Recovery: An Optimal Algorithm for High Dimensions

Stochastic Optimization and Sparse Statistical Recovery: An Optimal Algorithm for High Dimensions

The Benefit of Adaptivity in Stochastic Optimization [1/6]

The Benefit of Adaptivity in Stochastic Optimization [1/6]

Convergence and Dynamical Behavior of the ADAM Algorithm for Non Convex Stochastic Optimization

Convergence and Dynamical Behavior of the ADAM Algorithm for Non Convex Stochastic Optimization