2 Posts

Graphs comparing SGD + Momentum, Adam and AdaBelief

Striding Toward the Minimum: A faster way to optimize the loss function for deep learning.

When you’re training a deep learning model, it can take days for an optimization algorithm to minimize the loss function. A new approach could save time.
Graphs related to a comparison and evaluation of 14 different optimizers

Optimizer Shootout: An evaluation of 14 deep learning optimizers

Everyone has a favorite optimization method, but it’s not always clear which one works best in a given situation. New research aims to establish a set of benchmarks. Researchers evaluated 14 popular optimizers using the Deep Optimization Benchmark Suite some of them introduced last year.

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