[R] Blazingly Fast Computer Vision Training with the Mosaic ResNet and Composer

• composer

  19 4,991 9.8 Python

  Supercharge Your Model Training (by mosaicml)

  

It was a really efficient use of our time as researchers. As our CEO Naveen Rao said today, "Would you rather invest $200M+ into a new computing arch and get maybe 2x perf, or <$5M and get 7x with better algos." Yes, it took a lot of work. But not that much work in the grand scheme of things. This is something that a dedicated group of graduate students could do to a model in a few months, especially now that we've built the tools (in the form of our Composer trainer) to make this kind of research easy.

• examples

  1 416 7.7 Shell

  Fast and flexible reference benchmarks (by mosaicml)

  

The figure below summarizes our three training recipes (exact recipes available here). You can check out the complete results of the hundreds of training runs we conducted to create these recipes using Explorer, our tool for evaluating the efficiency of training algorithms.

• InfluxDB

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