本页是 /learn/roadmap/ 的中文版本。专有名词和代码标识保持英文，以便和包 API 对齐。

Use this roadmap according to the problem in front of you:

  1. 学习 probability, statistics, linear algebra, and optimization.
  2. Study asset pricing, factor models, risk models, and portfolio construction.
  3. Build econometric baselines before moving to machine learning.
  4. Add evaluation and portfolio techniques as your research workflow matures.

The practical companion is 研究.