Etsy has long had comprehensive observability over its machine learning (ML) deployments from a software engineering perspective.... (more…)

I try to consolidate my MLSS 2020 notes in small blog posts and hope you might also find them interesting. I don’t try to cover the complete lectures but rather pick some pieces that I find important when working or doing research in ML. I anticipate this... (more…)

In recent years, machine learning has received increased interest both as an academic research field and as a solution for real-world business problems. However, the deployment of machine learning models in production systems can present a number of issue... (more…)

Machine Learning allows you to get better insights from your data. But where is most of the structured data stored? In databases! Today, in order to use machine learning with data in a relational database, you need to develop a custom application to read ... (more…)

I took the project to develop a Natual Language Processing (NLP) library. Don’t repeat these mistakes! (more…)