Hello!
Hi, I’m Tatiana and I am an MLOps engineer. For those who don’t know, it is software engineer in the ML (Machine Learning) / AI (Artificial Intelligence) 🤖 realm who loves automated deployment, hence the Ops part. I live in Lille, France 🇫🇷.
I love discussing software architecture, engineering best practices, and sometimes even workplace politics. The last decades have taught me that the main value of ML projects lies in your ability to actually build something, a product 👀, out of them (at least in the corporate world). However, most of the tutorials on the internet just talk about notebooks and model optimisation. But how do you actually deploy your project? We discuss this and more in the blog sections.
When I am not working, I am probably dancing 🩰, doing crossfit™️ 🏋️♂️, or sleeping 💤.
Projects
-
Tag Generator
An end-to-end ML project from model creation to its deployement on AWS (ECS Fargate) using Terraform.
Latest blog posts
-
Architecture for deploying a UI and an API in AWS
In this article, we will see how we can deploy a dockerized API and UI in ECS with terraform.
-
Deploy your Terraform code on AWS with Github Actions
Do you want to know why you can create resources on AWS using Terraform and Github Actions ?
-
An example of a simple end-to-end Machine Learning project
In this article, I will describe the generic architecture of a Machine Learning (ML) project in general. Then I will present the steps I used for a specific use case: question tagging using stackoverflow data.
-
Why this blog?
I've realised two things: 1) I love teaching and transmitting 2) I love writing. Aren't those good enough reasons?