Examples#

Welcome to the Ex-Fuzzy examples gallery! Here you’ll find practical examples demonstrating how to use Ex-Fuzzy for various machine learning tasks.

🌸 Classification Examples

Learn fuzzy classification with practical examples using the Iris dataset and other scenarios.

Classification Examples

Working Examples#

The Ex-Fuzzy repository includes several working Jupyter notebooks. You can run these examples directly in Google Colab:

Interactive Examples#

Topic

Description

Colab Link

Basic Classification

Introduction to fuzzy classification with the Iris dataset

Open in Colab

Custom Loss Functions

Advanced optimization techniques

Open in Colab

Rule File Loading

Working with text-based rule files

Open in Colab

Advanced Rules

Using pre-computed rule populations

Open in Colab

Temporal Fuzzy Sets

Time-aware fuzzy reasoning

Open in Colab

Rule Mining

Automatic rule discovery

Open in Colab

Local Examples#

The repository also contains local Jupyter notebooks in the Demos/ directory:

  • iris_demo.ipynb: Basic classification with the Iris dataset

  • iris_demo_advanced_classifiers.ipynb: Comparison of different classifier types

  • iris_demo_persistence.ipynb: Saving and loading trained models

  • heart_attack.ipynb: Medical diagnosis classification

  • occupancy_demo_temporal.ipynb: Time-series occupancy detection

  • regression_demo.ipynb: Fuzzy regression examples

  • pattern_analysis_demo.ipynb: Pattern stability analysis

These notebooks provide complete, working examples that demonstrate real-world applications of the ex-fuzzy library.

financial-risk-assessment image-classification time-series-prediction

Domain-Specific Examples#

Interactive Notebooks#

All examples are available as interactive Jupyter notebooks:

Example Categories#

Beginner Examples

  • Basic iris classification

  • Simple pattern analysis

  • Visualization basics

Intermediate Examples

  • Custom fuzzy sets

  • Multi-objective optimization

  • Performance comparison

Advanced Examples

  • Large-scale datasets

  • Real-time inference

  • Integration with other ML libraries

Contributing Examples#

We welcome contributions of new examples! If you have an interesting use case or application of Ex-Fuzzy:

  1. Create a clear, well-documented notebook

  2. Include explanations and visualizations

  3. Test with sample data

  4. Submit a pull request

See our Contributing guide for more details.