MLOps in Mercari Group’s Trust and Safety ML Team
Calvin Janitra Halim, Ayato Toyokuni
In the Mercari Group’s Trust and Safety ML Team, we provide solutions to ensure the safety of the users. Examples of the solutions we provide include anti-money laundering countermeasures, credit card fraud detection, and many others. Some of these solutions are powered by machine learning models. In order to be as reactive as possible to emerging frauds, it is important to streamline the model improvement and deployment processes. In this talk, we will explain our platform and automation, and how each element helps us rapidly deploy new countermeasures. We will cover all MLOps steps: experimentation, training/deployment, evaluation, and metric monitoring. We hope our talk benefits those integrating DevOps into their ML solutions or building ML platforms, especially with GCP’s Vertex AI.
DevOps, Testing, Documentation, Packaging
4F Track4