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MICRO-515
20 February 2025
Course Introduction
Course Introduction
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0_Introduction.pdf
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◄ Q&A Forum
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Statistics refresher
News forum
Q&A Forum
Lecture: Evolutionary Computation
Check points: Evolutionary Computation
Introduction to Practicals
Recording: Course Introduction
Recording: Evolutionary Computation
Lecture: Evolutionary Strategies
Check Points: Evolutionary Strategies
Recording: Evolutionary Strategies
Exercise: GA and ES
Exercise: GA and ES Solutions
Lecture: Multi-objective Evolutionary Optimization
Check points: Multi-objective Evolutionary Optimization
Recording: Multi-objective Evolutionary Optimization
Exercise: NSGA-II
Exercise: NSGA-II Solutions
Articles on Multi-objective optimization: NSGA, NSGA-II, ViE
Lecture: Neural Network Foundations
Check points: Neural Network Foundations
Recording: Neural Network Basics
Recording: Supervised Learning
Installation guide
Lecture: Deep & Convolutional Networks, Reinforcement Learning
Check points: Deep & Convolutional Networks, Reinforcement Learning
Recording: Deep & Convolutional Networks, Reinforcement Learning
Article: Learning to Drive with Policy Gradient
Article: How to Train Robots with RL
Lecture: Evolution of Neurocontrollers
Check points: Evolution of Neurocontrollers
Recording: Evolution of Neurocontrollers
Exercises
Lecture: Evolution and Learning
Check points: Evolution and Learning
Recording: Evolution and Learning
Article: Evolution AND Learning
Article: Evolution OF Learning
Article on Evolutionary Strategies versus Reinforcement Learning (PPO)
Lecture: Representation and Evolution of Morphologies
Checkpoints: Representation and Evolution of Morphology
Recording: Representations and Evolution of Morphologies
Article: Evolution of Aircraft Morphology
Lecture: Co-evolution of bodies and brains
Check points: Co-evolution of bodies and brains
Recording: Coevolution of bodies and brains
Article: Morphology helps learning
Lecture: Competitive and Cooperative Evolution
Check points: Competitive and Cooperative Evolution
Recording: Competitive and Cooperative Coevolution
Report template
Group choice: EvoRob report
EvoRob report info
Lecture: Evolutionary Computation ►
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