ml-news
Nanochat by Andrej Karpathy - "The best ChatGPT that $100 can buy."
The stock market dips 2% with every tweet certain politicians or CEOs post - the AI/tech space has something
Blog
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
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
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
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
How to Solve Advent of Code 2024 - Day 10 with Python
We're going hiking... or at least we're drawing hiking maps. So back to evaluating grids and
How to solve Advent of Code 2024 - Day 9 with Python
Throwback time to the 90s or early 2000s - back when watching small little lines "defragmenting" our Windows
How to solve Advent of Code 2024 - Day 8 with Python
Back to grids with our first "radius"-related puzzle of the year.
But before we get right into
How to solve Advent of Code 2024 - Day 7 with Python
The one where you just do some math and then you're done?! 😦
But before we get right into
How to solve Advent of Code 2024 - Day 6 with Python
This seems to be the first day where checking all possible options is only barely feasible... 🤏
But before we get
Advent Of Code
How to solve Advent of Code 2024 - Day 5 with Python
This day is all about sorting and sequence-checking in this years's Advent of Code! 🎄❄️💻 Also I am aware
Advent Of Code
How to solve Advent of Code 2024 - Day 4 with Python
Our first grid-based challenge of this years's Advent of Code! 🎄❄️💻
But before we get right into the day