SageMaker Studio Quick Start

Ben Cook • Posted 2021-02-08 • Last updated 2021-10-21
sagemaker studio launcher

A step-by-step quick start guide for SageMaker Studio. Start a Studio session, launch a notebook on a GPU instance and run object detection inference with a detectron2 pre-trained model.

Object Tracking in 75 Lines of Code

Ben Cook • Posted 2020-08-01 • Last updated 2022-01-04

Object tracking is pretty easy conceptually. And if you have a good detector, simple methods can be pretty effective.

PyTorch Quick Start: Classifying an Image

Ben Cook • Posted 2017-02-25 • Last updated 2021-10-21

In this post we’ll classify an image with PyTorch. If you prefer to skip the prose, you can checkout the Jupyter notebook. Two interesting features of PyTorch are pythonic tensor manipulation that’s similar to numpy and dynamic computational graphs, which handle recurrent neural networks in a more natural way than static … Read more

AWS CLI Quick Start

Ben Cook • Posted 2017-02-14 • Last updated 2021-03-24

The Amazon Web Services (AWS) command line tool is a full-featured alternative to using the AWS console to perform actions in your account. Getting started is dead simple.

Docker Quick Start

Ben Cook • Posted 2017-02-04 • Last updated 2022-09-07

Docker is a useful tool for creating small virtual machines called containers. Containers are instances of docker images that are defined in Dockerfiles.