Add smoke examples for each model family #17

Provide compact examples that exercise the public API for each major family.

Acceptance criteria:

• Examples exist for latent-factor pipelines, stochastic discount factor learning, SAE prediction, and portfolio learning.
• Examples use public imports only.
• Examples are smoke-tested or covered by equivalent tests.