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
Hi - I'm Sarah, Machine Learning Engineer
I'm currently a Machine Learning Engineer, with over 3 years of experience and degrees in math and CS. But despite all of that I often feel like I have no idea what I’m even doing. Yes, really. The field is constantly changing and as a student or junior it’s tough to find out what you should be focusing on and where you fit in.
I’m here to share what I’m learning on a technical level, but also to show you the behind-the-scenes of navigating my career. Click here for more details about me.
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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.
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
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?
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
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
LLM
How to Use Cosine Similarity for Vector Search in pgvector
Lately, to deepen my understanding of Retrieval-Augmented Generation (short: RAG), I have been developing a local RAG setup from scratch