This workshop will teach you how to set up an ML platform based on open-source tools like Cookiecutter, DVC, MLFlow, FastAPI, Pulumi, GitHub Actions, and more. Alon explains each tool in an intuitive way and the problem it solves and then builds a useful platform that combines all of them. All codes are available on GitHub so you'll be able to integrate them into your existing work easily. In this live coding session, Alon demonstrates how you can easily build your own custom ML Platform using open source tools such as Pulumi, MLFlow, KFServing, and more. All codes are available here: https://github.com/aporia-ai/mlplatform-workshop
In this episode
VP R&D, Aporia
Alon Gubkin is the VP R&D at Aporia. Writing code from the age of 7, Alon has an unhealthy obsession with programming and a huge love for mixing engineering with data science. When he isn't coding, Alon enjoys playing video games and musing about biology.
Demetrios is one of the main organizers of the MLOps community and currently resides in a small town outside Frankfurt, Germany. He is an avid traveller who taught English as a second language to see the world and learn about new cultures. Demetrios fell into the Machine Learning Operations world, and since, has interviewed the leading names around MLOps, Data Science, and ML. Since diving into the nitty-gritty of Machine Learning Operations he felt a strong calling to explore the ethical issues surrounding ML. When he is not conducting interviews you can find him making stone stacking with his daughter in the woods or playing the ukulele by the campfire.