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CCS516 KECERDASAN KOMPUTAN (COMPUTATIONAL INTELLIGENCE)
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Course Information, Reference & Course Plan
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CCS516 Forum
CCS516 Week 5 online class [14 Nov 2023]
Main Reference book [only for this class purposes]
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CCS516 Course Planner 2023_2024 [Ver 1]
CCS516 Sem 1 2023-2024 CW marks/grades
Assignments, Project & Tests
Assignment 2 and Project Grouping
Project
Project Presentation Schedule [22 Jan 2024, 5:20 - 7:20 pm - Physical]
Padlet to Upload Poster: Project Presentation
Assignment 01 [v2]
Assignment 2
Week 1: Introduction to Computational Intelligence
Padlet: Discussion Week 1
01 Introduction to Computational Intelligence
Genetic Algorithm Example
What is Evolutionary Computation? | Cognizant
Genetic Algorithms Explained By Example
Neural Network In 5 Minutes | What Is A Neural Network? | How Neural Networks Work | Simplilearn
An Introduction to Fuzzy Logic
An Egg-Boiling Fuzzy Logic Robot
Week 2/3: Evolutionary Computation
Padlet: Discussion Week 2
Evolutionary Computation - Part 1
Class Activity - The 8-queens Problem
Evolutionary Computation - Part 2
Evolutionary Computation - Part 3
Fitness-Proportionate Selection vs Rank Selection [Part 3]
CCS 516 - Getting Started with Python (Installation and Tips)
Lab: Solving n-queens Problem
Week 2/3: Evolutionary Algorithm Variants
Padlet: Discussion Week 3
Evolutionary Algorithm Variants
Class Activity - An Evolutionary Cycle by Hand
Lab: Solving OneMax Problem Using GA
Lab: Solving TSP Using GA
Week 4: Evolutionary Algorithms as Problem Solvers
Padlet: Discussion Week 4
P Versus NP [15:32 min]
Evolutionary Algorithms as Problem Solvers
Week 4 & 5: Parameter Tuning and Control in Evolutionary Algorithms
Padlet: Discussion Week 5
CCS516 Week 5 online class [14 Nov 2023]
CCS516 Week 5 online class [14 Nov 2023] Recording
Parameter Tuning
Parameter Control
Karafotias, G., Hoogendoorn, M., & Eiben, Á. E. (2015). Parameter control in evolutionary algorithms: Trends and challenges. IEEE Transactions on Evolutionary Computation, 19(2), 167-187
Eiben A.E., Smit S.K. (2011) Evolutionary Algorithm Parameters and Methods to Tune Them. In: Hamadi Y., Monfroy E., Saubion F. (eds) Autonomous Search. Springer, Berlin, Heidelberg
Week 5: Swarm Intelligence
[Article] An_Introduction_to_Ant_Colony_Optimization
[Lecture] Ant Colony Optimization
[Article] A Bee Colony Optimization Algorithm for Traveling Salesman Problem
[Lecture] Bee Colony Optimization
Ant Colony Optimization Demo
Week 6: Multiobjective Evolutionary Algorithms & Hyper-heuristics
CCS516 Week 6 online class [21 Nov 2023]
Padlet: Discussion Week 6
Multi-objective Evolutionary Algorithms
Hyper-heuristis
Z3 Recent Advances in Selection Hyper-heuristics
Week 7 [Test 1 and lab]
HeuristicLab
Test 1
Week 9: Fuzzy Sets
Fuzzy Sets
What is Fuzzy Set?
Introduction to Fuzzy Sets (Lab)
Padlet Discussion on Fuzzy Sets
Week 10: Fuzzy Relations and Fuzzy Logic Inference
Fuzzy Relations and Fuzzy Logic Inference
Example of FLS Application (Heart Disease Diagnosis)
Fuzzy Logic Example (MATLAB)
Recording Lecture (18 December 2023) - Fuzzy Relations and Fuzzy Logic Inference
Week 11: Artificial Neural Networks
Artificial Neural Networks
Recording Lecture - 25 December 2023 (ANN)
Introduction to Artificial Neural Networks
Artificial Neural Network Applications
Artificial Neural Networks Python
Week 12: Neural Networks Learning Rules
Neural Networks Learning Rules
Neural Networks Learning Rules 1
Neural Networks Learning Rules 2
Recording Lecture (2 January 2024) - Neural Networks Learning Rules
Week 13: Deep Learning
Deep Learning
What is Convulational Neural Network (CNN)?
What is Recurrent Neural Network (RNN)?
CNN Tutorial
RNN Tutorial
Week 14: Hybrid Intelligent Systems
Hybrid Intelligent Systems
Neuro Fuzzy System
Sample of Evolutionary Neural Network
Hybrid Intelligent System Discussion
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APPLIED SCIENCES
SCHOOL OF COMPUTER SCIENCES
Summary
Course info
CCS516 KECERDASAN KOMPUTAN (COMPUTATIONAL INTELLIGENCE)
Lecturer:
DR. MOHD NADHIR BIN AB WAHAB
Lecturer:
PROFESOR MADYA DR. UMI KALSOM BINTI YUSOF
Skill Level
:
Beginner