Computational Intelligence 9901 (Fall 2020)

This page contains the course materials and final projects, developed at the University of Guilan for Computational Intelligence course (code 12262111) in Fall 2020 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.

📚 Course Contents

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

👨‍🏫 Administrative

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

#	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

🔨 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

🔗 Useful Links

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