Three states. Three kinds of evidence.
Learned means you completed the explanation. Checked means you scored at least 80%. Applied means you completed and self-reviewed the production rubric.
01 · Foundations
Engineering foundations
02 · Foundations
Evaluation
03 · Foundations
Data & features
04 · Classical ML
Classical baselines
05 · Classical ML
Trees & boosting
06 · Classical ML
Unsupervised & retrieval
07 · Classical ML
Forecasting
08 · Classical ML
Ranking systems
09 · Deep learning
Neural networks
10 · Deep learning
Vision
11 · Deep learning
Sequence models
12 · Training systems
GPU training
13 · Training systems
Distributed training
14 · Transformers
Transformer from scratch
15 · Transformers
Foundation models
16 · Transformers
Efficient inference
17 · Production
ML platforms
18 · Production
Serving systems
19 · Production
Reliability
20 · Production