Book / Limen research

Limen docs

Choose one research interface and follow its question from recorded observations to reusable predictions. The book develops both projects; Reference and Developer provide the contracts and maintenance procedures behind them.

Contents

Start here

From a research question to a Sensor introduces the decision. Choose Python Research for caller-owned data, preparation, fitting, backtesting and selection, or Compiled Research for a YAML definition executed through the CLI. Either project can be followed independently.

Obtain the matching wheel and recorded inputs from the project page before running an excerpt. The package installation does not install the example bundle. If final observations must remain excluded, choose the protected branch before research; Historical Data explains that first decision.

Read the book

Decision Chapter
Choose who owns the methodology Begin the research
Establish the observations and their clocks Historical data
Change the bar clock Data bars
Define the information available to a model Feature design
Define the observed outcome Target design
Choose the learner and prediction meaning Model choice
Express a strategy through predicates Rule research
Define preparation, fitting and the objective Define the experiment
Compare controlled changes to the definition Perturbation and robustness
Choose the candidates to evaluate Search
Change a running search deliberately Reducers and feedback
Retain, inspect and continue a run Run and recover
Evaluate successive periods Walk-forward
Interpret predictions as trades Trading behavior
Connect learning stages chronologically Linked models
Interpret scores, alternatives, and selection reports Research evidence
Carry selected fitted behavior forward Selected behavior
Assess the observations reserved earlier Final assessment
Inspect the complete chain End-to-end workflow

Reference

The public API index maps every declared export and public class member to its exact source contract. Use topic pages for the decision and semantics; this index closes aliases, methods and ownership.

Use historical source methods and search/recovery contracts for acquisition and queue detail. Use Manifest fields and the CLI for Compiled authoring. Use ordinary Python SFD functions and the UEL API for caller-owned execution. Shared preparation components have their own indicator, feature, target, transform, scaler and calibration contracts.

Log, Benchmark, execution, Trainer and Sensors, Cohort and guarded holdout preserve the exact outputs, evidence requirements and failure behavior. Optional native component integration is appendix material; it is not a Python step in the Compiled journey. Package READMEs identify their public entry points and adjacent ownership. The glossary fixes the terminology.

Developer

Start with Developer home to change, test, review, package, or release Limen. Edit and verify the book covers the reader, prose editor, source contributions, and publication. The documentation contract maintains the connection between projects, displayed examples, tests, merged source, and released wheel. Roadmap describes future direction; current behavior belongs in the book and reference.

Limen / Python Research and Compiled ResearchReturn to the research book
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Reference / keep your place
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