DeepSpeed is a service that optimizes the performance of deep learning applications and provides tutorials, documentation and GitHub tools to help users get started.
The main benefits of using DeepSpeed are improved training speed, inference performance, compression capabilities and logging features.
DeepSpeed can be used for natural language processing tasks such as fine-tuning BERT models, GPT-2 text generation, mixture-of-experts models for NLG and more. It also has the ability to optimize learning rate scheduling, one-bit adam optimizer and other model compression techniques.
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