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
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.
Blog
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
ML Ops
How to set up pgvector with Docker: Local Vector Database for Text Embeddings
In this post, I'll walk you through how I set up a local vector storage system using pgvector,
LLM
Starting my January 2025 project: a Local RAG System from Scratch
This January, I’m taking on a new challenge: creating my very own local RAG-system to search through my notes
ML Ops
How to build a Python package with uv and install it locally
This post will walk you through the steps to build a simple Python package and install it locally on your
ML Ops
How to Set Up Poetry for Python: A Step-by-Step Guide to Better Package Management
I've always been a pip + venv (yes, not even virtualenv) user. Conda never played nice with me. However,