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oh welcome everyone um im niels i work for hugging face as a scientist and as an open source developer some people maybe know me from the project sentence transformers or so sometimes called sentence bird expert in the past three years ive been working extensively on the topic of sentence embeddings how to train them how to tune them how to use them in different scenarios and at hugging face were organizing in july the flex jacks community event so the flex jacks community event thats a new learning framework um similar to pi torch or tensorflow developed by google and a nice advantage of jax flex is that it works well with tpus and that you can use the advantages of tpus quite easily and to spread the awareness of jax flags and to spread the awareness of tpu from google we partnered up with google cloud and google ai and they are providing free resources to tpus and we want to use the flex jacks framework to develop different applications and in this project were focusing on sent