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Computational Intelligence Class (University of Guilan) - Fall 2019

License: MIT License

Java 1.32% C# 0.34% Python 1.09% C++ 0.19% C 0.02% Jupyter Notebook 92.65% JavaScript 0.81% HTML 0.82% TypeScript 2.56% SCSS 0.21%
computational-intelligence python c-plus-plus java fuzzy-logic genetic-algorithm neural-network

computational-intelligence-class-9801's Introduction

Computational Intelligence 9801 (Fall 2019)

This page contains the course materials and final projects, developed at the University of Guilan for Computational Intelligence course (code 12262111) in Fall 2019 semester. The course presents an introduction to the methods and algorithms of Computational Intelligence, and focuses on the functional concepts and applicable approaches. The topics covered in this course include Soft Computing, Artificial Neural Networks (ANNs), Fuzzy logic, Evolutionary Computation, and Swarm Intelligence. It also discusses the structures of well-known CI methods, such as Ant Colony, Genetic Algorithm, Perceptron Network, and Deep Learning.

๐Ÿ“š Course Contents

  • Introduction to Computational Intelligence and Soft Computing
  • Artificial Neural Networks
  • Cluster Analysis
  • Fuzzy Logic and Calculations
  • Evolutionary Computation

๐Ÿ‘จโ€๐Ÿซ Administrative

  • Instructor: Ali Tourani
  • Credits: 3
  • Time: Wednesdays, 15:30 โ€“ 17:00, 17:15 โ€“ 18:30
  • Location: Faculty of Engineering, Class #23

๐Ÿ”จ Project Titles

# Project title Member(s)
1 Moving vehicle simulation using ANNs 960122680036, 960122681006, 9512268100, 960122680076
2 Real-time prediction of age and gender based on ANN 950122680027, 950122680028, 950122680037, 950122681011
3 Simulation of T-REX Runner 960122680031, 960122681001, 960122680011
4 Classifying dogs and cats 96122680001, 960122680040, 960122680004, 960122680085
5 Weather forecasting using ANNs 950122680008, 950122680020, 950122681008
6 ADALINE Neural Network 950122680083, 950122680014
7 Bat algorithm 960122681014, 960122610003, 9612268200, 950122610018
8 Titanic Ship Survivers Issue using ANNs 9312268103
9 Image Segmentation using ANN 94012269026, 9412261200, 94012269025
10 Handwriting recognition using ANN 950122680019, 950122680025, 950122681005, 950122680030, 950122680004
11 Implementing a Neural Network for Clustering 95122615002, 9412261500, 94122611001, 9512268500
12 Using Genetic algorithm to model Chromosome collision 94122681004
13 Prediction of stock market using ANNs 9312268122, 94012269030, 94012269032
14 Implementation of a scoring game based on Genetic algorithm 950122680080, 94122691005
15 Implementation of a Reinforcement Learning Neural Network to recognize particular fruits 950122680009, 950122680007, 950122680026, 950122681022
16 Implementation of a fuzzy model for Rescuer robots 94122611002
17 Human emotion detection by ANN 950122681016, 94012261103, 94012261101
18 System load-balance modeling based on Fuzzy logic 94012269022, 94122691003
19 Simulation of network routing based on Ant Colony algorithm 950122680005, 950122681009, 950122680017, 9312268145
20 [Not Available] 960122681010, 93122685000
21 Simulation of car braking system using a fuzzy model 950122680088, 950122681020, 950122680024
22 A Color Palette application based on clustering structure 950122680063, 950122680078, 950122680035, 950122680029
23 Implementation of a perceptron neural network to solve logical issues 94012269029
24 Utilizng an ANN for Tic-Tac-Toe game 960122680019, 960122680022, 960122681012, 960122680117
25 A fuzzy system to control light in smart homes 9512268200, 95122681001
26 A Python framework for Genetic Algorithm phases 94012269015, 94012261011

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