learning-resources

My resources for learning software engineering, data science, and machine learning.

General SWE

The Twelve-Factor App

Python

Good practices

Python Packages book

The Good Research Code Handbook

Cookiecutter Data Science

The Grand Unified Theory of Documentation

Pandas

Official "Getting started tutorials"

Databases

MongoDB

Introduction to MongoDB

Data modeling

Machine Learning

Courses / Playlists

Singular Value Decomposition

Practical Deep Learning for Coders

NYU Deep Learning Spring 2021

Berkley Deep Unsupervised Learning 2020

Full stack deep learning course

Probabilistic Machine Learning by Philipp Hennig at the University of Tübingen 2023

Probabilistic Machine Learning by Felix Koehler

Podcasts

The Robot Brains Podcast

DeepMind: The podcast