​​ODS.ai Summer of Code results Hi everyone, ODS SoC has offi | Neural Networks Engineering

​​ODS.ai Summer of Code results

Hi everyone, ODS SoC has officially finished in the last week, and it is time to present the results.
First of all, the winner of the Metric Learning track Tatiana Grechishcheva has published a detailed article on her work of fine-tuning and deploying metric learning models.
She fine-tuned the ViT model for matching similar clothing and put together a detailed tutorial of how you can deploy such a model to production.
An online demo is also included!

There are also some exciting results on fine-tuning transformers with different types of head layers.
In a nutshell, the result is that it is enough to have only a couple hundred examples to improve the similarity matching result without overfitting.
I will make a separate post about it and further plan on making metric learning practical.