Machine learning
Deep learning
Neural networks from linear layers up to convolutions, recurrence and transformers.
About 60 hours of study.
Where to learn it
Read
Watch
Neural Networks: Zero to Hero
Andrej Karpathy
All lectures, in order
You build everything from scratch, up to a small GPT.
Section not checked yet
Practise
Kaggle Learn
Kaggle
Intro to Deep Learning, then Computer Vision
Short hands-on courses that run in the browser.
Section not checked yet
Which roles ask for it
- Machine learning engineer to get hired
- Data scientist good to have
- AI / LLM engineer good to have
Before and after
Deep learning
Opens up
Nothing else on the map yet.