Sarah Glasmacher
Sarah Glasmacher
my journey through ML and studies
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ML Ops

How I Set Up a Machine Learning Project with `uv` and `pyproject.toml`
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
Using Taskfile with uv and pyproject.toml to manage your Python Machine Learning projects
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?
“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
What is MLflow model logging and when do I use which logging method?
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
How to set up pgvector with Docker: Local Vector Database for Text Embeddings
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,
How to build a Python package with uv and install it locally
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
How to Set Up Poetry for Python: A Step-by-Step Guide to Better Package Management
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,