PyData Washington DC 2018

Last month in November 2018 I had the privilege of attending and presenting at PyData Washington DC 2018 at Capital One. It was my first PyData event and I learned so much from it that I hope to attend many more in the future and I encourage you to do so, too, if you’re interested in all things data science and the supporting Python ecosystem. Plus, I got some awesome stickers for my laptop.

My presentation was an introduction to machine translation and demonstrated how machine translation can be used in a streaming pipeline. In it, I gave a (brief) overview of machine translation and how it has evolved from early methods, to statistical machine translation (SMT), to today’s neural machine translation (NMT). The demonstrated application used Apache Flink to consume German tweets and, via Sockeye, translate the German tweets to English.

A video and slides will be available soon and will be posted here. The code for the project is available here. Credits to Suneel Marthi for the original implementation from which mine is forked and to Kellen Sunderland for the Sockeye-Thrift code that enabled communication between Flink and Sockeye.