Hi - I'm Sarah, Machine Learning Engineer

I've worked both as a Data Scientist training models and now deploying them into production using tools like Databricks. I love learning and writing about MLOps, deploying reliable models, tracking experiments, research, and real-world news and use cases of GenAI beyond the hype cycles.

ML Ops

How to Validate Config YAML with Pydantic in Machine Learning Pipelines

1. Why Use Config Files (in ML)? In ML projects, you always want to keep data and code separate. The

09 Sep

ML Ops

Your ML Repo Starter Kit: src Layout, uv venv, GitHub Push

Let's start building an organized repository for our ML Blueprint Project 😊 This is the initial step in the

16 Aug

ML Ops

🚀 Ready to Finally Upgrade from messy ML notebooks? Setup to Shipping Challenge

Tired of hard-to-maintain ML code? Join me on the 4-week ML Project Blueprint Challenge and turn a blank repo into a clean, configurable, and shippable ML project.

09 Aug

ML Ops

How I Set Up a Machine Learning Project with `uv` and `pyproject.toml`

One of the biggest challenges in machine learning is ensuring that an experiment can be reliably reproduced. Of course, this

24 Jul

ML Ops

Using Taskfile with uv and pyproject.toml to manage your Python Machine Learning projects

"Use uv to manage your Python projects" is not a new take anymore, but have you tried Taskfile?

05 Jul

“Side-by-side comparison of a disorganized ML project folder and a refactored version using the Python src/ layout”

ML Ops

Adding a src/ Folder to an Existing ML Project: Step-by-Step Guide

So you already created a repository for your ML project, but now you want a better way to organize your

19 Apr

ML Ops

What is MLflow model logging and when do I use which logging method?

If you’ve trained a machine learning model and thought “Wow, this one is actually good!”, only to realize a

09 Apr