Titlebook: Optimization Algorithms for Distributed Machine Learning; Gauri Joshi Book 2023 The Editor(s) (if applicable) and The Author(s), under exc

Countermand

狗窩

哪有黃油

吞下

,Quantized and?Sparsified Distributed SGD,The communication delay in sending and receiving gradients or model updates between the worker nodes and the parameter server can be significantly, especially in networks with limited bandwidth and high latency on the communication links.

鳴叫

,Decentralized SGD and?Its Variants,In all the distributed SGD implementations that we studied so far, namely, synchronous SGD.

Inoperable

,Beyond Distributed Training in?the?Cloud,Let us summarize the concepts that we learned through this book, and discuss the future of distributed machine learning beyond cloud-based implementations that we studied in this book.

領(lǐng)袖氣質(zhì)

Detain

積云

Gauri Joshirformance, and using saliency in real-world applications. It is highly expected that this book will spark a great interest of research in the related communities in years to come.978-3-319-05641-8978-3-319-05642-5Series ISSN 0302-9743 Series E-ISSN 1611-3349

Shuttle