ML Katas

Another of JAX's powerful features is its ability to automatically vectorize functions with `vmap`. For example, `vmap` can be used to automatically batch a function that was written for a single...

You have a function that processes a single data point. Your goal is to use `jax.vmap` to apply this function to a whole batch of data without writing an explicit loop. For example, consider a...

For more complex parallelism patterns, you can combine `vmap` and `pmap`. For instance, you can use `pmap` for data parallelism across devices, and `vmap` for model ensembling on each device....