Computational Intelligence Projects

Implementation and analysis of computational intelligence methodologies across neural networks, fuzzy logic systems, and genetic algorithms, featuring 9 complete projects with systematic evaluation.

Repository Structure

1. Genetic Algorithm

Directory: Genetic_Algorithm/
1 Project: Evolutionary computation for optimization

1. Genetic Algorithm for Feature Selection - Customer classification optimization

2. Fuzzy Logic Systems

Directory: Fuzzy_Logic_Systems/
3 Projects: Intelligent fuzzy inference systems for real-world applications

1. Intelligent Fitness Recommendation System - Personalized workout optimization
2. Fuzzy Logic Irrigation Control Systems - Environmental decision making
3. Intelligent Fuzzy Student Performance Prediction - Academic outcome prediction with ML pipeline

3. Deep Learning Neural Networks

Directory: Deep_Learning_Neural_Networks/
5 Projects: Progressive neural network implementations using CIFAR-10 dataset

1. Logistic Regression from Scratch - Binary classification with pure NumPy
2. Single Hidden Layer Neural Network - Basic neural network fundamentals
3. Multi-Class Neural Network - Complete CIFAR-10 classification
4. Deep Neural Network Framework - Modular framework with multiple optimizers
5. CNN Architecture Comparison - Advanced convolutional networks with regularization

Methodology & Technologies

• Neural Networks: From-scratch implementations (NumPy) and framework-based solutions (TensorFlow/Keras)
• Fuzzy Logic: scikit-fuzzy implementations with interactive decision interfaces
• Genetic Algorithms: Custom evolutionary optimization with fitness-based selection
• Evaluation: Performance analysis across classification accuracy, optimization convergence, and decision quality metrics

Requirements

pip install numpy pandas matplotlib seaborn scikit-learn tensorflow scikit-fuzzy gradio

Contributors

• Abolfazl Ranjbar - GitHub
• Miaad Kimiagari - GitHub
• Taha Najaf - GitHub

Course Information

Course: Computational Intelligence
University: University of Isfahan
Professor: Dr. Hossein Karshenas
Semester: Spring 2025