All Posts

Dec 8, 2021

Testing Amazon SageMaker Studio Lab
Comparing SageMaker to Google Colab and Kaggle

SageMaker is a strong contender for those starting out in deep learning and almost a straight upgrade from the free version of Colab. Compared to Kaggle and Colab Pro's P100, SageMaker's T4 can be faster in Mixed Precision training, while significantly slower in single precision training.

Oct 1, 2021

Inference With fastai
Model Saving, Loading, and Prediction

In this tutorial I cover how to use fast.ai for inference, how to save and load fast.ai models, and how to avoid the few pitfalls along the way.

Jul 19, 2021

Benchmarking PyTorch’s Native Mish

PyTorch 1.9 added a native implementation of Mish, my go to activation function for computer vision tasks. In this post I benchmark the computational performance of native Mish on a Tesla V100, Tesla P100, and CPU and compare its speed to other Mish implementations and activation functions.