Kaggle Learn
Short, focused, free micro courses on Python, pandas, feature engineering, machine learning and deep learning, each finishable in an afternoon in a browser notebook. The lowest friction way to start.
Course
AI & Machine Learning
Kaggle
3 to 5 hours per track
Beginner
Free
What it is
A set of short practical tracks that run entirely in the browser, each a handful of lessons with exercises against real datasets.
Why the short format works
The barrier to starting machine learning is usually not difficulty, it is the setup and the intimidating scope. A three hour course you finish today builds more momentum than a forty hour course you abandon in week two, and finishing several of these in sequence covers a surprising amount of ground.
Where it stops
These are introductions. They will not make you competent alone, and the certificates carry little weight. Their job is to get you moving cheaply, which they do well.
Best for: absolute beginners, and engineers who want a quick working knowledge of pandas or feature engineering specifically.
Ready to start?
Opens on Kaggle in a new tab.
Stuck on something specific?
Writing only gets you so far. If you want an answer to your situation rather than the general case, book a session and we will work through it together. Every session is free; a few slots open each week.
Follow along
New writing, resources and project ideas land here first.