[music] Hi everyone. So I'll be talking about uh like some work on evaluations particularly evaluations across like I guess I've done in the last four years. So let's get started.So uh I'll be talking about coding evaluations across varying time horizons. So I've been uh working on like in the code space for about four years now like it was right before like early copilot came out and my first project was actually working on generating like single line panda snippets and my last project was generating an en ...

RT Avi Chawla (@_avichawla)Speed up your native Python code by over 50x!And it takes just 4 simple steps.Python’s default interpreter (CPython) is slow primarily because of its dynamicity.For instance, after defining a variable of a specific type, it can be changed to some other type.But these dynamic manipulations come at the cost of run-time and memory overheads.The Cython module converts your Python code into C.Steps to use the Cython module (refer to the image as you read):1) Load the Cython module: %lo ...