Machine learning
Deep learning in practice
Training real models end to end. Transfer learning, tuning, debugging a training run and shipping the result.
About 25 hours of study.
Where to learn it
Read
Watch
Practical Deep Learning for Coders
Jeremy Howard (fast.ai)
Part 1, all lessons
Top-down: you train useful models in lesson one and learn why later.
Practise
Other options
- MIT 6.S191: Introduction to Deep Learning (watch)
The whole series
Wrong chapter, dead link, or know something better? Tell us on GitHub.
Which roles ask for it
- Machine learning engineer to get hired
- Deep learning engineer (vision / language) to get hired
- Quantitative researcher / analyst good to have
- Data scientist good to have
- AI / LLM engineer good to have
Before and after
Learn first
Helps to know: Attention and transformers and PyTorch
Deep learning in practice
Opens up
Nothing else on the map yet.