This lecture will cover the basic concepts of Machine Learning to alleviate inconsistencies towards concept and notation accuracy. Supervised, self-supervised, unsupervised, semi-supervised learning. Multi-task Machine Learning. Classification, regression. Object detection, Object tracking. Clustering. Dimensionality reduction, data retrieval. Artificial Neural Networks. Adversarial Machine Learning. Generative Machine Learning. Temporal Machine learning (Recurrent Neural Networks). Continual Learning (few-shot… Continue reading Introduction to Machine Learning
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Agent Systems
This lecture overviews Agent Systems that has many applications in multi-party behavior modeling. It covers the following topics in detail: Intelligent Agents, Competitive Multi-Agent Systems, Nash Equilibrium, Simulation tools (NetLogo, MASON, AnyLogic,Altreva) and Applications.
Natural Selection
This lecture overviews Natural Selection simulation that has many applications in ecology and sociology studies. It covers the following topics in detail: Introduction to Natural Selection, Simulation of a Natural Selection in a Society, Rules of the Society, Simulation results.
Robot and Drone Swarms
This lecture overviews Robot and Drone Swarms that has many applications in autonomous systems: cars/drones. It covers the following topics in detail: Definition and Applications, Autonomous car swarms, Communications, Architecture and Formation, Mission Planning, Algorithms, Ant Colony Optimization, PSO, Simulators and metrics.
Privacy Protection, Ethics and Regulations for Autonomous Systems
This lecture overviews Privacy Protection, Ethics and Regulations for Autonomous Systems that has many applications in Autonomous cars and drones. It covers the following topics in detail: Data Security (Communication disruption, Jamming on components, Manipulation on software, Vehicle hacking), Privacy Protection, Moral Machine, Safety and Regulations, Dual use avoidance.
Self-Awareness in Autonomous Systems
This lecture overviews Self-Awareness that has many applications in in Autonomous Systems and robotics. It covers the following topics in detail: Self-awareness definition, Self-aware systems, Cognitive architecture.