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Max Lam

2 accepted papers

2021

The People’s Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage

NeurIPS 2021poster

The People’s Speech is a free-to-download 31,400-hour and growing supervised conversational English speech recognition dataset licensed for academic and commercial usage under CC-BY-SA. The data is collected via searching the Internet for appropriately licensed audio data with existing transcription…

Cited by 99SourceScholar
2018

Gradient Diversity: a Key Ingredient for Scalable Distributed Learning

AISTATS 2018poster

It has been experimentally observed that distributed implementations of mini-batch stochastic gradient descent (SGD) algorithms exhibit speedup saturation and decaying generalization ability beyond a particular batch-size. In this work, we present an analysis hinting that high similarity between con…

Cited by 0SourcePDFScholar