Resources
Curated causal inference, AI systems, and data science learning paths.
This page can collect the books, papers, courses, datasets, software packages, and examples that shape your causal inference and AI systems work.
Books
- Add your preferred graduate-level and applied references.
- Add a note on which audience each resource is best for.
Papers
- Add foundational papers by method area.
- Add applied papers that are especially useful for industry problems.
Datasets
- Public datasets for experiments, difference-in-differences, regression discontinuity, instrumental variables, and uplift modeling.
Software
Causal Inference
DoWhyEconMLDoubleMLCausalMLstatsmodelsscikit-learn
AI Systems and LLMOps
- LangChain
- LangGraph
- CrewAI
- Microsoft AutoGen
- LangSmith
- Langfuse
- LlamaIndex
- FAISS
- Pinecone
- PEFT
- LoRA and QLoRA workflows