u/Cultural-Lobster7795

All ML and DL algos are some complex non linear functions. Wouldn't it be easy to deal a non linear function in a non linear space rather than dealing them in a linear space.

I see one problem here, the data that we represent lies in a linear space. Did no mathematician actually try to make a non linear representation of the data. So if we somehow find a way, or if it exists use it, to represent data in a non linear space wouldn't it be easy to represent the model in the same non linear (non euclidean) space ?

If I were to quantise a fp32 model to fp8(or any other), would the information loss be drastic ?

We are a group of 6 ppl who are planning to put up a short trip to ooty for 2 nights. So we thought it would be really convenient to get a rental bike/scooty. Is there an option for this ? If so please help me find some rental dealers 🥺