What pre-trained models have you used in production?

Question

I write about ML in production&mdash;working with models like OpenAI's GPT-2, Hugging Face's DistilBERT, AllenNLP's ELMo-BiDAF, etc&mdash;at cortex.dev. What other pre-trained models should I be looking at? Are there any you've used in production?

eb0la · Accepted Answer

Inceptionv3 and Resnet50 - for detecting cracks in displays and SKUs in a supermarket.And a Flask webservice for serving.I wished I could use Jupyter Serve; but Flask was easier for our ops team.

chudi · Answer

Resnet50 with transfer learning

What pre-trained models have you used in production?

I write about ML in production—working with models like OpenAI's GPT-2, Hugging Face's DistilBERT, AllenNLP's ELMo-BiDAF, etc—at cortex.dev. What other pre-trained models should I be looking at? Are there any you've used in production?

Inceptionv3 and Resnet50 - for detecting cracks in displays and SKUs in a supermarket.
And a Flask webservice for serving.
I wished I could use Jupyter Serve; but Flask was easier for our ops team.

Resnet50 with transfer learning