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temporalcv
temporalcv

Getting Started

  • Quickstart Guide
  • Why Time Series Is Different
  • Common Pitfalls and Best Practices
  • Algorithm Decision Tree

Examples Gallery

  • Examples Gallery
    • Quickstart: temporalcv in 50 lines
    • Example 01: Detecting Data Leakage with the Shuffled Target Test
    • Example 02: Walk-Forward Cross-Validation with Gap Enforcement
    • Example 03: Statistical Tests for Forecast Comparison
    • Example 04: Handling High-Persistence Time Series
    • Example 05: Conformal Prediction for Time Series
    • Example 06: Financial Cross-Validation with PurgedKFold
    • Example 07: Nested Cross-Validation for Hyperparameter Tuning
    • Example 08: Regime-Stratified Evaluation
    • Example 09: Multi-Horizon Comparison
    • Example 10: End-to-End Time Series ML Pipeline
    • Example 11: Web Traffic Forecasting
    • Example 12: IoT Sensor Forecasting
    • Example 13: Macro GDP Forecasting
    • Example 14: Energy Load Forecasting
    • Example 15: Crypto Volatility Forecasting
    • Example 16: FAILURE CASE — Rolling Statistics on Full Series
    • Example 17: FAILURE CASE — Threshold Leakage
    • Example 18: FAILURE CASE — Using DM Test for Nested Models
    • Example 19: FAILURE CASE — Missing Gap for Multi-Step Forecasting
    • Example 20: FAILURE CASE — KFold Instead of WalkForward

Tutorials

  • Tutorials
    • Examples Index
    • Failure Cases Guide
    • Guardrails: The HALT/WARN/PASS Framework
    • Lag Selection Guide
    • Multi-Horizon Forecasting Tutorial
    • Feature Engineering Safety Guide
    • Metric Selection Guide
    • Validation Diagnostic Flowchart
    • Tutorial: Leakage Detection with Validation Gates
    • Tutorial: Walk-Forward Cross-Validation
    • Tutorial: High-Persistence Time Series
    • Tutorial: Uncertainty Quantification

API Guides

  • API Reference: Validation Gates
  • Guardrails
  • API Reference: Walk-Forward Cross-Validation
  • Financial Cross-Validation
  • API Reference: Statistical Tests
  • Stationarity Tests
  • Lag Selection
  • API Reference: Conformal Prediction
  • API Reference: High-Persistence Metrics
  • API Reference: Regime Classification
  • API Reference: Time Series Bagging
  • Diagnostics
  • Changepoint Detection
  • Inference
  • API Reference: Metrics
  • Benchmarks
  • Model Comparison
  • Visualization Module

Reference

  • Glossary
  • Mathematical Foundations
  • Assumptions by Module
  • Notation Guide
  • Testing Strategy
  • Validation Evidence

Model Cards

  • Model Cards
  • WalkForwardCV Model Card
  • gate_signal_verification Model Card

Benchmarks

  • Benchmark Results
  • Benchmark Methodology
  • Reproducing Benchmark Results

Help

  • Troubleshooting & FAQ
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