If you still need a reason to work with GPUs, check out this excellent explanation by Faizan Shaikh. GPUs and TPUs, on the other hand, can train these models in a matter of minutes or seconds. We’ve all faced this issue on our local machines. Training models, especially deep learning ones, takes numerous hours on a CPU. The answer is unanimous – the availability of free GPUs and TPUs. It’s worth repeating again and again – it’s an offering like no other.Īre you are still using that same old Jupyter notebook on your system for training models? Trust me, you’re going to love Google Colab.Īsk anyone who uses Colab why they love it. TPUs are much more expensive than a GPU, and you can use it for free on Colab. And here’s the cherry on top – you get access to GPUs like Tesla K80 and even a TPU, for free! You can still use Google Colab! All you need is a Google account and a web browser.

It does not matter which computer you have, what it’s configuration is, and how ancient it might be. Google Colaboratory is a free online cloud-based Jupyter notebook environment that allows us to train our machine learning and deep learning models on CPUs, GPUs, and TPUs.

Using Terminal Commands on Google Colab.

Colab tools for data analysis.