Skip to main content
About This Collection
During my time at AWS and early career, I authored numerous technical articles on Medium covering machine learning, AWS services, deep learning frameworks, and practical AI implementations. These posts include tutorials, deep dives, and series on emerging technologies.
Total posts: 25+ | Years covered: 2015-2021 | Primary focus: AWS ML services, MXNet, Gluon, SageMaker, and practical AI tutorials
2021
Working with Hugging Face models on Amazon SageMaker
March 25, 2021
2020
Deploying Machine Learning Models with mlflow and Amazon SageMaker
February 14, 2020
2019
A first look at AWS Inferentia
December 14, 2019
2018
A map for Machine Learning on AWS
December 14, 2018
Mastering the mystical art of model deployment
July 28, 2018
Gluon CV: add image classification, detection and segmentation to your application in minutes
June 1, 2018
Tumbling down the Stochastic Gradient Descent rabbit hole (2-part series)
View SGD series →
March 2018
Gluon: building blocks for your Deep Learning universe
February 5, 2018
Image classification on Amazon SageMaker
January 16, 2018
2017
Building FPGA applications on AWS — and yes, for Deep Learning too
October 10, 2017
Johnny Pi, I am your father (7-part series on AI robotics with Raspberry Pi)
Start the series →
October 2017
Training MXNet (5-part series)
View training series →
April 2017
An introduction to the MXNet API (6-part series)
View API series →
April 2017
Exploring the GDELT data set with Amazon Athena
March 3, 2017
2016
A hands-on look at the Amazon Rekognition API
November 30, 2016
2015
Test drive: Amazon Machine Learning + Redshift
April 14, 2015