Toolbox
Methods grouped by field.
Statistics
The foundation under everything else. Most bad modelling decisions are really statistics decisions made without noticing.
3 methods
Machine learning
Classical models, validation and feature engineering.
Not started
Deep learning
Neural network architectures and how to train them.
Not started
LLMs and agents
Prompting, retrieval, evaluation and agent design.
Not started
Data engineering
Pipelines, modelling and the tools that move data around.
Not started