August 2022
Intermediate
9m
English
Overview
Learn to use a CUDA GPU to speed up code in Python dramatically.
CUDA POWERED!
This video will show you how to use CUDA GPUs with Python. Topics Covered Include:
- 00:00 Introduction
- 00:16 End of Moore's Law
- 01:15 What is a TPU and ASIC
- 02:25 How a GPU works
- 03:05 Enabling GPU in Colab Notebook
- 04:16 Using Python Numba
- 05:40 Building Mandlebrots with and without GPU and Numba
- 07:49 CUDA Vectorize Functions
- 08:27 Copy Data to GPU Memory
- Learn about the End of Moore's Law and ASICs
- Learn to compare the performance of GPUs and TPUs, and JIT compilers
- Build your own vectorized functions with Numba and CUDA to speed up your code with GPUs
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