Aki Ariga is a Machine Learning Engineer at Arm Treasure Data. His interests include developing peroduction Machien Learning systems, Machine Learning products, and ML Ops. He aims to leverage Machine Learning powers and technologies for business and social good.
He lead several communities at Tokyo such as Machine Learning Casual Talks, kawasaki.rb, and he is also one of the organizers of “Working Group of Machine Learning systems and operations for productionization” in Special Interest Group on Machine Learning System Engineering.
MEng in Electrical Engineering and Computer Science, 2008
BSc in Electrical Engineering and Computer Science, 2006
Machine Learning infrastructure/architecture/operation for productionization
Sphinx documentation toolchain, including latex and recommonmark in an Ubuntu docker container
This article covers very biginning guide for MLOps, i.e., What is MLOps? How do tech giants make Machine Learning systems? What challenges are important? or major open sources for MLOps. This article is written in Japanese.
First book for how to design Machine Learning systems and how to proceed Machine Learning projects. This book is originally written in Japanese, but available in Korean, Simplified Chinese, and Traditional Chinese.