/roadmaps
Territory-by-territory learning plans. Use each section to track your sequence of papers, resources, and implementation targets.
Probabilistic Machine Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Causal Inference
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Reinforcement Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Deep Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Machine Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Statistical Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Representation Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Statistical Inference
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Theory of ML
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Large Language Models
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Generative Deep Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Diffusions & Flows
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
World Models
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Continual Learning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Graph Neural Networks
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Reasoning & Planning
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Transformers for Prediction & Forecasting
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Econometrics
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Alignment & Interpretability
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources
Performance, Scaling, Optimization
Start with foundations, move to core papers, then implement and document.
- Foundations: add curated links and resources
- Core Papers: add curated links and resources
- Implementations: add curated links and resources
- Talks / Courses / Notes: add curated links and resources