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sktime project#6

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gc-os-ai:mainfrom
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Open

sktime project#6
bhageshsharma777 wants to merge 1 commit into
gc-os-ai:mainfrom
bhageshsharma777:main

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@bhageshsharma777

@bhageshsharma777 bhageshsharma777 commented Mar 9, 2026

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📝 Summary

This PR adds a complete sktime project structure with forecasting and classification examples.

🎯 Type of Change

  • New feature (non-breaking change which adds functionality)
  • Bug fix (non-breaking change which fixes an issue)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)
  • Documentation update

📦 What's Included

  • Complete project structure with modular code organization
  • Time series forecasting examples using sktime
  • Time series classification examples
  • Data preprocessing pipelines
  • Model evaluation metrics
  • Configuration management
  • Requirements file

🚀 Features Added

  1. Forecasting Pipeline

    • NaiveForecaster with transformations
    • Temporal train/test split
    • Multiple evaluation metrics (MAE, MSE, MAPE)
  2. Classification Pipeline

    • TimeSeriesForestClassifier
    • KNeighborsTimeSeriesClassifier
    • Accuracy and classification report
  3. Project Structure

    • Modular code organization
    • Configuration management
    • Data loading utilities
    • Preprocessing functions

🧪 Testing

  • Unit tests for data loading
  • Unit tests for preprocessing
  • Unit tests for model training
  • Unit tests for evaluation
  • Integration tests
  • Performance tests

📊 Example Output

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