amirhosseinghods/computational-intelligence-class-9901

Computational Intelligence Class - Fall 2020-2021

Computational Intelligence 9901

This repository contains the course contents and final projects of the course Computational Intelligence lectured at the University of Guilan in Fall 2020-2021. Note that due to the spread of the coronavirus (COVID-19), classes are held online through this link. This course presents an introduction to the methods and algorithms of Computational Intelligence. Topics covered include: soft computing, Artificial Neural Networks (ANNs), Fuzzy logic, evolutionary computing, and swarm intelligence. We will study the structure of famous CI methods, such as ant colony, genetic algorithm, perceptron network, and deep learning.

Course Contents

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

Administrative

• Instructor: Ali Tourani (webpage for slides and videos)
• TA:
  • Amir Abbasi
  • Reza Khan Mohammadi
• Credits: 3
• Time: Tuesdays, 15:30 – 17:00, 17:15 – 18:30
• Location: This semester is held online due to COVID-19. E-Contents are being shared in the University of Guilan's E-Learning website. Online (live) classes are held every second Tuesdays according to the below table.

#	Date
1	15th Mehr 1399 (6th October 2020) – 17:00 to 18:30
2	6th Aban 1399 (27th October 2020) – 17:00 to 18:30
3	20th Aban 1399 (10th November 2020) – 17:00 to 18:30
4	4th Azar 1399 (24th November 2020) – 17:00 to 18:30
5	18th Azar 1399 (8th December 2020) – 17:00 to 18:30

Useful Links for Projects

• Introduction to Pytorch (link)
• Binary AND Neural Network (link)
• Simple Convolutional Neural Network (link)

Project Titles

#	Project title	Member(s)
1	Flappy bird game using Genetics Algorithm	960122680012
2	Recurrent Neural Network (RNN)	960122680007, 960122681005
3	Support Vector Machines (SVM)	9712268102, 9612268101, 960122680113
4	Generative Adversarial Networks (GAN)	960122680003, 960122680017, 960122681003
5	Radial Basis Network (RBN)	960122680039, 960122680006, 960122681017
6	Long/Short Term Memory (LSTM)	970122680014
7	Deep Convolutional Network (DCN)	960122680033, 960122680041
8	Liquid State Machine (LSM)	960122680074, 9612268100
9	Deep Residual Network (DRN)	960122681004, 960122681015, 950122680034
10	Inception Architecture for Image Classification	960122680119
11	Self-Organizing Map (SOM)	950122610006